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@article{DBLP:journals/jhir/BosschieterXLLNPSC24,
author = {Tomas M. Bosschieter and
Zifei Xu and
Hui Lan and
Benjamin J. Lengerich and
Harsha Nori and
Ian S. Painter and
Vivienne Souter and
Rich Caruana},
title = {Interpretable Predictive Models to Understand Risk Factors for Maternal
and Fetal Outcomes},
journal = {J. Heal. Informatics Res.},
volume = {8},
number = {1},
pages = {65--87},
year = {2024},
url = {https://doi.org/10.1007/s41666-023-00151-4},
doi = {10.1007/S41666-023-00151-4},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jhir/BosschieterXLLNPSC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-01761,
author = {Chandan Singh and
Jeevana Priya Inala and
Michel Galley and
Rich Caruana and
Jianfeng Gao},
title = {Rethinking Interpretability in the Era of Large Language Models},
journal = {CoRR},
volume = {abs/2402.01761},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.01761},
doi = {10.48550/ARXIV.2402.01761},
eprinttype = {arXiv},
eprint = {2402.01761},
timestamp = {Thu, 11 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-01761.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-14474,
author = {Sebastian Bordt and
Benjamin J. Lengerich and
Harsha Nori and
Rich Caruana},
title = {Data Science with LLMs and Interpretable Models},
journal = {CoRR},
volume = {abs/2402.14474},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.14474},
doi = {10.48550/ARXIV.2402.14474},
eprinttype = {arXiv},
eprint = {2402.14474},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-14474.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-06644,
author = {Sebastian Bordt and
Harsha Nori and
Rich Caruana},
title = {Elephants Never Forget: Testing Language Models for Memorization of
Tabular Data},
journal = {CoRR},
volume = {abs/2403.06644},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.06644},
doi = {10.48550/ARXIV.2403.06644},
eprinttype = {arXiv},
eprint = {2403.06644},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-06644.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-06209,
author = {Sebastian Bordt and
Harsha Nori and
Vanessa Rodrigues and
Besmira Nushi and
Rich Caruana},
title = {Elephants Never Forget: Memorization and Learning of Tabular Data
in Large Language Models},
journal = {CoRR},
volume = {abs/2404.06209},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.06209},
doi = {10.48550/ARXIV.2404.06209},
eprinttype = {arXiv},
eprint = {2404.06209},
timestamp = {Wed, 15 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-06209.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/TanHKGC23,
author = {Sarah Tan and
Giles Hooker and
Paul Koch and
Albert Gordo and
Rich Caruana},
title = {Considerations when learning additive explanations for black-box models},
journal = {Mach. Learn.},
volume = {112},
number = {9},
pages = {3333--3359},
year = {2023},
url = {https://doi.org/10.1007/s10994-023-06335-8},
doi = {10.1007/S10994-023-06335-8},
timestamp = {Fri, 18 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/TanHKGC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/WangVCC23,
author = {Zijie J. Wang and
Jennifer Wortman Vaughan and
Rich Caruana and
Duen Horng Chau},
editor = {Albrecht Schmidt and
Kaisa V{\"{a}}{\"{a}}n{\"{a}}nen and
Tesh Goyal and
Per Ola Kristensson and
Anicia Peters and
Stefanie Mueller and
Julie R. Williamson and
Max L. Wilson},
title = {{GAM} Coach: Towards Interactive and User-centered Algorithmic Recourse},
booktitle = {Proceedings of the 2023 {CHI} Conference on Human Factors in Computing
Systems, {CHI} 2023, Hamburg, Germany, April 23-28, 2023},
pages = {835:1--835:20},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3544548.3580816},
doi = {10.1145/3544548.3580816},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chi/WangVCC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/0009TCRC23,
author = {Zhi Chen and
Sarah Tan and
Urszula Chajewska and
Cynthia Rudin and
Rich Caruana},
editor = {Bobak J. Mortazavi and
Tasmie Sarker and
Andrew Beam and
Joyce C. Ho},
title = {Missing Values and Imputation in Healthcare Data: Can Interpretable
Machine Learning Help?},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2023, Broad
Institute of {MIT} and Harvard (Merkin Building), 415 Main Street,
Cambridge, MA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {209},
pages = {86--99},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v209/chen23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/0009TCRC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-14165,
author = {Zijie J. Wang and
Jennifer Wortman Vaughan and
Rich Caruana and
Duen Horng Chau},
title = {{GAM} Coach: Towards Interactive and User-centered Algorithmic Recourse},
journal = {CoRR},
volume = {abs/2302.14165},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.14165},
doi = {10.48550/ARXIV.2302.14165},
eprinttype = {arXiv},
eprint = {2302.14165},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-14165.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-11749,
author = {Zhi Chen and
Sarah Tan and
Urszula Chajewska and
Cynthia Rudin and
Rich Caruana},
title = {Missing Values and Imputation in Healthcare Data: Can Interpretable
Machine Learning Help?},
journal = {CoRR},
volume = {abs/2304.11749},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.11749},
doi = {10.48550/ARXIV.2304.11749},
eprinttype = {arXiv},
eprint = {2304.11749},
timestamp = {Tue, 02 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-11749.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-16526,
author = {Daniel Schug and
Sai S. Yerramreddy and
Rich Caruana and
Craig Greenberg and
Justyna P. Zwolak},
title = {Extending Explainable Boosting Machines to Scientific Image Data},
journal = {CoRR},
volume = {abs/2305.16526},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.16526},
doi = {10.48550/ARXIV.2305.16526},
eprinttype = {arXiv},
eprint = {2305.16526},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-16526.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-17337,
author = {Alexander Peysakhovich and
Rich Caruana and
Yin Aphinyanaphongs},
title = {Diagnosis Uncertain Models For Medical Risk Prediction},
journal = {CoRR},
volume = {abs/2306.17337},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.17337},
doi = {10.48550/ARXIV.2306.17337},
eprinttype = {arXiv},
eprint = {2306.17337},
timestamp = {Mon, 03 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-17337.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-01157,
author = {Benjamin J. Lengerich and
Sebastian Bordt and
Harsha Nori and
Mark E. Nunnally and
Yin Aphinyanaphongs and
Manolis Kellis and
Rich Caruana},
title = {LLMs Understand Glass-Box Models, Discover Surprises, and Suggest
Repairs},
journal = {CoRR},
volume = {abs/2308.01157},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.01157},
doi = {10.48550/ARXIV.2308.01157},
eprinttype = {arXiv},
eprint = {2308.01157},
timestamp = {Thu, 24 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-01157.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-10203,
author = {Tomas M. Bosschieter and
Zifei Xu and
Hui Lan and
Benjamin J. Lengerich and
Harsha Nori and
Ian S. Painter and
Vivienne Souter and
Rich Caruana},
title = {Interpretable Predictive Models to Understand Risk Factors for Maternal
and Fetal Outcomes},
journal = {CoRR},
volume = {abs/2310.10203},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.10203},
doi = {10.48550/ARXIV.2310.10203},
eprinttype = {arXiv},
eprint = {2310.10203},
timestamp = {Fri, 09 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-10203.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-13454,
author = {Odelia Melamed and
Rich Caruana},
title = {Explaining high-dimensional text classifiers},
journal = {CoRR},
volume = {abs/2311.13454},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.13454},
doi = {10.48550/ARXIV.2311.13454},
eprinttype = {arXiv},
eprint = {2311.13454},
timestamp = {Thu, 30 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-13454.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/WangLGZPWCX22,
author = {Du Wang and
Sang Ho Lee and
Huaizhi Geng and
Haoyu Zhong and
John Plastaras and
Andrzej Wojcieszynski and
Richard Caruana and
Ying Xiao},
title = {Interpretable machine learning for predicting pathologic complete
response in patients treated with chemoradiation therapy for rectal
adenocarcinoma},
journal = {Frontiers Artif. Intell.},
volume = {5},
year = {2022},
url = {https://doi.org/10.3389/frai.2022.1059033},
doi = {10.3389/FRAI.2022.1059033},
timestamp = {Wed, 07 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/frai/WangLGZPWCX22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/LengerichNAEC22,
author = {Benjamin J. Lengerich and
Mark E. Nunnally and
Yin Aphinyanaphongs and
Caleb Ellington and
Rich Caruana},
title = {Automated interpretable discovery of heterogeneous treatment effectiveness:
{A} {COVID-19} case study},
journal = {J. Biomed. Informatics},
volume = {130},
pages = {104086},
year = {2022},
url = {https://doi.org/10.1016/j.jbi.2022.104086},
doi = {10.1016/J.JBI.2022.104086},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jbi/LengerichNAEC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LengerichXC22,
author = {Benjamin J. Lengerich and
Eric P. Xing and
Rich Caruana},
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {Dropout as a Regularizer of Interaction Effects},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2022, 28-30 March 2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {151},
pages = {7550--7564},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v151/lengerich22a.html},
timestamp = {Sat, 30 Sep 2023 09:34:08 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LengerichXC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/NiuNQCNK22,
author = {Fengshi Niu and
Harsha Nori and
Brian Quistorff and
Rich Caruana and
Donald Ngwe and
Aadharsh Kannan},
editor = {Bernhard Sch{\"{o}}lkopf and
Caroline Uhler and
Kun Zhang},
title = {Differentially Private Estimation of Heterogeneous Causal Effects},
booktitle = {1st Conference on Causal Learning and Reasoning, CLeaR 2022, Sequoia
Conference Center, Eureka, CA, USA, 11-13 April, 2022},
series = {Proceedings of Machine Learning Research},
volume = {177},
pages = {618--633},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v177/niu22a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/clear2/NiuNQCNK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/Chang0G22,
author = {Chun{-}Hao Chang and
Rich Caruana and
Anna Goldenberg},
title = {{NODE-GAM:} Neural Generalized Additive Model for Interpretable Deep
Learning},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=g8NJR6fCCl8},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/Chang0G22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/0001N22,
author = {Rich Caruana and
Harsha Nori},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {Why Data Scientists Prefer Glassbox Machine Learning: Algorithms,
Differential Privacy, Editing and Bias Mitigation},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {4776--4777},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3542627},
doi = {10.1145/3534678.3542627},
timestamp = {Mon, 28 Aug 2023 21:17:29 +0200},
biburl = {https://dblp.org/rec/conf/kdd/0001N22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/WangKNSNCVV022,
author = {Zijie J. Wang and
Alex Kale and
Harsha Nori and
Peter Stella and
Mark E. Nunnally and
Duen Horng Chau and
Mihaela Vorvoreanu and
Jennifer Wortman Vaughan and
Rich Caruana},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {Interpretability, Then What? Editing Machine Learning Models to Reflect
Human Knowledge and Values},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {4132--4142},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3539074},
doi = {10.1145/3534678.3539074},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/WangKNSNCVV022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-11043,
author = {Fengshi Niu and
Harsha Nori and
Brian Quistorff and
Rich Caruana and
Donald Ngwe and
Aadharsh Kannan},
title = {Differentially Private Estimation of Heterogeneous Causal Effects},
journal = {CoRR},
volume = {abs/2202.11043},
year = {2022},
url = {https://arxiv.org/abs/2202.11043},
eprinttype = {arXiv},
eprint = {2202.11043},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-11043.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-15465,
author = {Zijie J. Wang and
Alex Kale and
Harsha Nori and
Peter Stella and
Mark E. Nunnally and
Duen Horng Chau and
Mihaela Vorvoreanu and
Jennifer Wortman Vaughan and
Rich Caruana},
title = {Interpretability, Then What? Editing Machine Learning Models to Reflect
Human Knowledge and Values},
journal = {CoRR},
volume = {abs/2206.15465},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.15465},
doi = {10.48550/ARXIV.2206.15465},
eprinttype = {arXiv},
eprint = {2206.15465},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-15465.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-05322,
author = {Tomas M. Bosschieter and
Zifei Xu and
Hui Lan and
Benjamin J. Lengerich and
Harsha Nori and
Kristin Sitcov and
Vivienne Souter and
Rich Caruana},
title = {Using Interpretable Machine Learning to Predict Maternal and Fetal
Outcomes},
journal = {CoRR},
volume = {abs/2207.05322},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.05322},
doi = {10.48550/ARXIV.2207.05322},
eprinttype = {arXiv},
eprint = {2207.05322},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-05322.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-08991,
author = {Benjamin J. Lengerich and
Mark E. Nunnally and
Yin Aphinyanaphongs and
Rich Caruana},
title = {Estimating Discontinuous Time-Varying Risk Factors and Treatment Benefits
for {COVID-19} with Interpretable {ML}},
journal = {CoRR},
volume = {abs/2211.08991},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.08991},
doi = {10.48550/ARXIV.2211.08991},
eprinttype = {arXiv},
eprint = {2211.08991},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-08991.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/debu/OkesonCCILNWV21,
author = {Alex Okeson and
Rich Caruana and
Nick Craswell and
Kori Inkpen and
Scott M. Lundberg and
Harsha Nori and
Hanna M. Wallach and
Jennifer Wortman Vaughan},
title = {Summarize with Caution: Comparing Global Feature Attributions},
journal = {{IEEE} Data Eng. Bull.},
volume = {44},
number = {4},
pages = {14--27},
year = {2021},
url = {http://sites.computer.org/debull/A21dec/p14.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/debu/OkesonCCILNWV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/0001LA21,
author = {Rich Caruana and
Benjamin J. Lengerich and
Yindalon Aphinyanaphongs},
title = {Data-Driven Patterns in Protective Effects of Ibuprofen and Ketorolac
on Hospitalized Covid-19 Patients},
booktitle = {{AMIA} 2021, American Medical Informatics Association Annual Symposium,
San Diego, CA, USA, October 30, 2021 - November 3, 2021},
publisher = {{AMIA}},
year = {2021},
url = {https://knowledge.amia.org/74229-amia-1.4622266/t004-1.4626008/t004-1.4626009/3569923-1.4626391/3577601-1.4626388},
timestamp = {Wed, 17 Apr 2024 11:46:53 +0200},
biburl = {https://dblp.org/rec/conf/amia/0001LA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/NoriCBSK21,
author = {Harsha Nori and
Rich Caruana and
Zhiqi Bu and
Judy Hanwen Shen and
Janardhan Kulkarni},
editor = {Marina Meila and
Tong Zhang},
title = {Accuracy, Interpretability, and Differential Privacy via Explainable
Boosting},
booktitle = {Proceedings of the 38th International Conference on Machine Learning,
{ICML} 2021, 18-24 July 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {8227--8237},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/nori21a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/NoriCBSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ChangTLGC21,
author = {Chun{-}Hao Chang and
Sarah Tan and
Benjamin J. Lengerich and
Anna Goldenberg and
Rich Caruana},
editor = {Feida Zhu and
Beng Chin Ooi and
Chunyan Miao},
title = {How Interpretable and Trustworthy are GAMs?},
booktitle = {{KDD} '21: The 27th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, Singapore, August 14-18, 2021},
pages = {95--105},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3447548.3467453},
doi = {10.1145/3447548.3467453},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/ChangTLGC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KaurNJCWV21,
author = {Harmanpreet Kaur and
Harsha Nori and
Samuel Jenkins and
Rich Caruana and
Hanna M. Wallach and
Jennifer Wortman Vaughan},
editor = {Eduard C. Dragut and
Yunyao Li and
Lucian Popa and
Slobodan Vucetic},
title = {Interpreting Interpretability: Understanding Data Scientists' Use
of Interpretability Tools for Machine Learning},
booktitle = {3rd Workshop on Data Science with Human in the Loop, DaSH@KDD, Virtual
Conference, August 15, 2021},
year = {2021},
url = {https://github.com/valahu/dash/blob/main/KDD2021/paper\_5\_invited\_Kaur.pdf},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/KaurNJCWV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AgarwalMFZLCH21,
author = {Rishabh Agarwal and
Levi Melnick and
Nicholas Frosst and
Xuezhou Zhang and
Benjamin J. Lengerich and
Rich Caruana and
Geoffrey E. Hinton},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Neural Additive Models: Interpretable Machine Learning with Neural
Nets},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {4699--4711},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/251bd0442dfcc53b5a761e050f8022b8-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AgarwalMFZLCH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ChenTNILC21,
author = {Zhi Chen and
Sarah Tan and
Harsha Nori and
Kori Inkpen and
Yin Lou and
Rich Caruana},
editor = {Michael Kamp and
Irena Koprinska and
Adrien Bibal and
Tassadit Bouadi and
Beno{\^{\i}}t Fr{\'{e}}nay and
Luis Gal{\'{a}}rraga and
Jos{\'{e}} Oramas and
Linara Adilova and
Yamuna Krishnamurthy and
Bo Kang and
Christine Largeron and
Jefrey Lijffijt and
Tiphaine Viard and
Pascal Welke and
Massimiliano Ruocco and
Erlend Aune and
Claudio Gallicchio and
Gregor Schiele and
Franz Pernkopf and
Michaela Blott and
Holger Fr{\"{o}}ning and
G{\"{u}}nther Schindler and
Riccardo Guidotti and
Anna Monreale and
Salvatore Rinzivillo and
Przemyslaw Biecek and
Eirini Ntoutsi and
Mykola Pechenizkiy and
Bodo Rosenhahn and
Christopher L. Buckley and
Daniela Cialfi and
Pablo Lanillos and
Maxwell Ramstead and
Tim Verbelen and
Pedro M. Ferreira and
Giuseppina Andresini and
Donato Malerba and
Ib{\'{e}}ria Medeiros and
Philippe Fournier{-}Viger and
M. Saqib Nawaz and
Sebasti{\'{a}}n Ventura and
Meng Sun and
Min Zhou and
Valerio Bitetta and
Ilaria Bordino and
Andrea Ferretti and
Francesco Gullo and
Giovanni Ponti and
Lorenzo Severini and
Rita P. Ribeiro and
Jo{\~{a}}o Gama and
Ricard Gavald{\`{a}} and
Lee A. D. Cooper and
Naghmeh Ghazaleh and
Jonas Richiardi and
Damian Roqueiro and
Diego Saldana Miranda and
Konstantinos Sechidis and
Guilherme Gra{\c{c}}a},
title = {Using Explainable Boosting Machines (EBMs) to Detect Common Flaws
in Data},
booktitle = {Machine Learning and Principles and Practice of Knowledge Discovery
in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual
Event, September 13-17, 2021, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {1524},
pages = {534--551},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-93736-2\_40},
doi = {10.1007/978-3-030-93736-2\_40},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/ChenTNILC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-05107,
author = {Jonathan A. Weyn and
Dale R. Durran and
Rich Caruana and
Nathaniel Cresswell{-}Clay},
title = {Sub-seasonal forecasting with a large ensemble of deep-learning weather
prediction models},
journal = {CoRR},
volume = {abs/2102.05107},
year = {2021},
url = {https://arxiv.org/abs/2102.05107},
eprinttype = {arXiv},
eprint = {2102.05107},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-05107.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-01613,
author = {Chun{-}Hao Chang and
Rich Caruana and
Anna Goldenberg},
title = {{NODE-GAM:} Neural Generalized Additive Model for Interpretable Deep
Learning},
journal = {CoRR},
volume = {abs/2106.01613},
year = {2021},
url = {https://arxiv.org/abs/2106.01613},
eprinttype = {arXiv},
eprint = {2106.01613},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-01613.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-09680,
author = {Harsha Nori and
Rich Caruana and
Zhiqi Bu and
Judy Hanwen Shen and
Janardhan Kulkarni},
title = {Accuracy, Interpretability, and Differential Privacy via Explainable
Boosting},
journal = {CoRR},
volume = {abs/2106.09680},
year = {2021},
url = {https://arxiv.org/abs/2106.09680},
eprinttype = {arXiv},
eprint = {2106.09680},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-09680.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-15165,
author = {Chun{-}Hao Chang and
George{-}Alexandru Adam and
Rich Caruana and
Anna Goldenberg},
title = {Extracting Clinician's Goals by What-if Interpretable Modeling},
journal = {CoRR},
volume = {abs/2110.15165},
year = {2021},
url = {https://arxiv.org/abs/2110.15165},
eprinttype = {arXiv},
eprint = {2110.15165},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-15165.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-03245,
author = {Zijie J. Wang and
Alex Kale and
Harsha Nori and
Peter Stella and
Mark E. Nunnally and
Duen Horng Chau and
Mihaela Vorvoreanu and
Jennifer Wortman Vaughan and
Rich Caruana},
title = {{GAM} Changer: Editing Generalized Additive Models with Interactive
Visualization},
journal = {CoRR},
volume = {abs/2112.03245},
year = {2021},
url = {https://arxiv.org/abs/2112.03245},
eprinttype = {arXiv},
eprint = {2112.03245},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-03245.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LengerichTCHC20,
author = {Benjamin J. Lengerich and
Sarah Tan and
Chun{-}Hao Chang and
Giles Hooker and
Rich Caruana},
editor = {Silvia Chiappa and
Roberto Calandra},
title = {Purifying Interaction Effects with the Functional {ANOVA:} An Efficient
Algorithm for Recovering Identifiable Additive Models},
booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
series = {Proceedings of Machine Learning Research},
volume = {108},
pages = {2402--2412},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v108/lengerich20a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aistats/LengerichTCHC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/KaurNJCWV20,
author = {Harmanpreet Kaur and
Harsha Nori and
Samuel Jenkins and
Rich Caruana and
Hanna M. Wallach and
Jennifer Wortman Vaughan},
editor = {Regina Bernhaupt and
Florian 'Floyd' Mueller and
David Verweij and
Josh Andres and
Joanna McGrenere and
Andy Cockburn and
Ignacio Avellino and
Alix Goguey and
Pernille Bj{\o}n and
Shengdong Zhao and
Briane Paul Samson and
Rafal Kocielnik},
title = {Interpreting Interpretability: Understanding Data Scientists' Use
of Interpretability Tools for Machine Learning},
booktitle = {{CHI} '20: {CHI} Conference on Human Factors in Computing Systems,
Honolulu, HI, USA, April 25-30, 2020},
pages = {1--14},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3313831.3376219},
doi = {10.1145/3313831.3376219},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chi/KaurNJCWV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/CaruanaLRNJ20,
author = {Rich Caruana and
Scott M. Lundberg and
Marco T{\'{u}}lio Ribeiro and
Harsha Nori and
Samuel Jenkins},
editor = {Rajesh Gupta and
Yan Liu and
Jiliang Tang and
B. Aditya Prakash},
title = {Intelligible and Explainable Machine Learning: Best Practices and
Practical Challenges},
booktitle = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
pages = {3511--3512},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3394486.3406707},
doi = {10.1145/3394486.3406707},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/CaruanaLRNJ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-11927,
author = {Jonathan A. Weyn and
Dale R. Durran and
Rich Caruana},
title = {Improving data-driven global weather prediction using deep convolutional
neural networks on a cubed sphere},
journal = {CoRR},
volume = {abs/2003.11927},
year = {2020},
url = {https://arxiv.org/abs/2003.11927},
eprinttype = {arXiv},
eprint = {2003.11927},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-11927.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-13912,
author = {Rishabh Agarwal and
Nicholas Frosst and
Xuezhou Zhang and
Rich Caruana and
Geoffrey E. Hinton},
title = {Neural Additive Models: Interpretable Machine Learning with Neural
Nets},
journal = {CoRR},
volume = {abs/2004.13912},
year = {2020},
url = {https://arxiv.org/abs/2004.13912},
eprinttype = {arXiv},
eprint = {2004.13912},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-13912.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-06466,
author = {Chun{-}Hao Chang and
Sarah Tan and
Benjamin J. Lengerich and
Anna Goldenberg and
Rich Caruana},
title = {How Interpretable and Trustworthy are GAMs?},
journal = {CoRR},
volume = {abs/2006.06466},
year = {2020},
url = {https://arxiv.org/abs/2006.06466},
eprinttype = {arXiv},
eprint = {2006.06466},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-06466.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-00823,
author = {Benjamin J. Lengerich and
Eric P. Xing and
Rich Caruana},
title = {On Dropout, Overfitting, and Interaction Effects in Deep Neural Networks},
journal = {CoRR},
volume = {abs/2007.00823},
year = {2020},
url = {https://arxiv.org/abs/2007.00823},
eprinttype = {arXiv},
eprint = {2007.00823},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-00823.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/LakkarajuKCL19,
author = {Himabindu Lakkaraju and
Ece Kamar and
Rich Caruana and
Jure Leskovec},
editor = {Vincent Conitzer and
Gillian K. Hadfield and
Shannon Vallor},
title = {Faithful and Customizable Explanations of Black Box Models},
booktitle = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
{AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
pages = {131--138},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3306618.3314229},
doi = {10.1145/3306618.3314229},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aies/LakkarajuKCL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/HohmanHCDD19,
author = {Fred Hohman and
Andrew Head and
Rich Caruana and
Robert DeLine and
Steven Mark Drucker},
editor = {Stephen A. Brewster and
Geraldine Fitzpatrick and
Anna L. Cox and
Vassilis Kostakos},
title = {Gamut: {A} Design Probe to Understand How Data Scientists Understand
Machine Learning Models},
booktitle = {Proceedings of the 2019 {CHI} Conference on Human Factors in Computing
Systems, {CHI} 2019, Glasgow, Scotland, UK, May 04-09, 2019},
pages = {579},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3290605.3300809},
doi = {10.1145/3290605.3300809},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chi/HohmanHCDD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/Caruana19,
author = {Richard Caruana},
editor = {Ankur Teredesai and
Vipin Kumar and
Ying Li and
R{\'{o}}mer Rosales and
Evimaria Terzi and
George Karypis},
title = {Friends Don't Let Friends Deploy Black-Box Models: The Importance
of Intelligibility in Machine Learning},
booktitle = {Proceedings of the 25th {ACM} {SIGKDD} International Conference on
Knowledge Discovery {\&} Data Mining, {KDD} 2019, Anchorage, AK,
USA, August 4-8, 2019},
pages = {3174},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3292500.3340414},
doi = {10.1145/3292500.3340414},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/Caruana19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZhangTKLCC19,
author = {Xuezhou Zhang and
Sarah Tan and
Paul Koch and
Yin Lou and
Urszula Chajewska and
Rich Caruana},
editor = {Ankur Teredesai and
Vipin Kumar and
Ying Li and
R{\'{o}}mer Rosales and
Evimaria Terzi and
George Karypis},
title = {Axiomatic Interpretability for Multiclass Additive Models},
booktitle = {Proceedings of the 25th {ACM} {SIGKDD} International Conference on
Knowledge Discovery {\&} Data Mining, {KDD} 2019, Anchorage, AK,
USA, August 4-8, 2019},
pages = {226--234},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3292500.3330898},
doi = {10.1145/3292500.3330898},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/ZhangTKLCC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Hu0CMHD19,
author = {Hanzhang Hu and
John Langford and
Rich Caruana and
Saurajit Mukherjee and
Eric Horvitz and
Debadeepta Dey},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Efficient Forward Architecture Search},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {10122--10131},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/6c468ec5a41d65815de23ec1d08d7951-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Hu0CMHD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-13360,
author = {Hanzhang Hu and
John Langford and
Rich Caruana and
Saurajit Mukherjee and
Eric Horvitz and
Debadeepta Dey},
title = {Efficient Forward Architecture Search},
journal = {CoRR},
volume = {abs/1905.13360},
year = {2019},
url = {http://arxiv.org/abs/1905.13360},
eprinttype = {arXiv},
eprint = {1905.13360},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-13360.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09223,
author = {Harsha Nori and
Samuel Jenkins and
Paul Koch and
Rich Caruana},
title = {InterpretML: {A} Unified Framework for Machine Learning Interpretability},
journal = {CoRR},
volume = {abs/1909.09223},
year = {2019},
url = {http://arxiv.org/abs/1909.09223},
eprinttype = {arXiv},
eprint = {1909.09223},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-09223.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-04974,
author = {Benjamin J. Lengerich and
Sarah Tan and
Chun{-}Hao Chang and
Giles Hooker and
Rich Caruana},
title = {Purifying Interaction Effects with the Functional {ANOVA:} An Efficient
Algorithm for Recovering Identifiable Additive Models},
journal = {CoRR},
volume = {abs/1911.04974},
year = {2019},
url = {http://arxiv.org/abs/1911.04974},
eprinttype = {arXiv},
eprint = {1911.04974},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-04974.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/TanCHL18,
author = {Sarah Tan and
Rich Caruana and
Giles Hooker and
Yin Lou},
editor = {Jason Furman and
Gary E. Marchant and
Huw Price and
Francesca Rossi},
title = {Distill-and-Compare: Auditing Black-Box Models Using Transparent Model
Distillation},
booktitle = {Proceedings of the 2018 {AAAI/ACM} Conference on AI, Ethics, and Society,
{AIES} 2018, New Orleans, LA, USA, February 02-03, 2018},
pages = {303--310},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3278721.3278725},
doi = {10.1145/3278721.3278725},
timestamp = {Tue, 23 Jan 2024 13:25:45 +0100},
biburl = {https://dblp.org/rec/conf/aies/TanCHL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/SuttonHGC18,
author = {Charles Sutton and
Timothy Hobson and
James Geddes and
Rich Caruana},
editor = {Yike Guo and
Faisal Farooq},
title = {Data Diff: Interpretable, Executable Summaries of Changes in Distributions
for Data Wrangling},
booktitle = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
August 19-23, 2018},
pages = {2279--2288},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3219819.3220057},
doi = {10.1145/3219819.3220057},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/SuttonHGC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-08640,
author = {Sarah Tan and
Rich Caruana and
Giles Hooker and
Albert Gordo},
title = {Transparent Model Distillation},
journal = {CoRR},
volume = {abs/1801.08640},
year = {2018},
url = {http://arxiv.org/abs/1801.08640},
eprinttype = {arXiv},
eprint = {1801.08640},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1801-08640.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-09092,
author = {Xuezhou Zhang and
Sarah Tan and
Paul Koch and
Yin Lou and
Urszula Chajewska and
Rich Caruana},
title = {Interpretability is Harder in the Multiclass Setting: Axiomatic Interpretability
for Multiclass Additive Models},
journal = {CoRR},
volume = {abs/1810.09092},
year = {2018},
url = {http://arxiv.org/abs/1810.09092},
eprinttype = {arXiv},
eprint = {1810.09092},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-09092.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/LakkarajuKCH17,
author = {Himabindu Lakkaraju and
Ece Kamar and
Rich Caruana and
Eric Horvitz},
editor = {Satinder Singh and
Shaul Markovitch},
title = {Identifying Unknown Unknowns in the Open World: Representations and
Policies for Guided Exploration},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA}},
pages = {2124--2132},
publisher = {{AAAI} Press},
year = {2017},
url = {https://doi.org/10.1609/aaai.v31i1.10821},
doi = {10.1609/AAAI.V31I1.10821},
timestamp = {Sat, 21 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/LakkarajuKCH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/UrbanGKAWMPRC17,
author = {Gregor Urban and
Krzysztof J. Geras and
Samira Ebrahimi Kahou and
{\"{O}}zlem Aslan and
Shengjie Wang and
Abdelrahman Mohamed and
Matthai Philipose and
Matthew Richardson and
Rich Caruana},
title = {Do Deep Convolutional Nets Really Need to be Deep and Convolutional?},
booktitle = {5th International Conference on Learning Representations, {ICLR} 2017,
Toulon, France, April 24-26, 2017, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2017},
url = {https://openreview.net/forum?id=r10FA8Kxg},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/UrbanGKAWMPRC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LakkarajuKCL17,
author = {Himabindu Lakkaraju and
Ece Kamar and
Rich Caruana and
Jure Leskovec},
title = {Interpretable {\&} Explorable Approximations of Black Box Models},
journal = {CoRR},
volume = {abs/1707.01154},
year = {2017},
url = {http://arxiv.org/abs/1707.01154},
eprinttype = {arXiv},
eprint = {1707.01154},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/LakkarajuKCL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-06169,
author = {Sarah Tan and
Rich Caruana and
Giles Hooker and
Yin Lou},
title = {Detecting Bias in Black-Box Models Using Transparent Model Distillation},
journal = {CoRR},
volume = {abs/1710.06169},
year = {2017},
url = {http://arxiv.org/abs/1710.06169},
eprinttype = {arXiv},
eprint = {1710.06169},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-06169.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/HuangCFKA16,
author = {Jia{-}Bin Huang and
Rich Caruana and
Andrew Farnsworth and
Steve Kelling and
Narendra Ahuja},
title = {Detecting Migrating Birds at Night},
booktitle = {2016 {IEEE} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2016, Las Vegas, NV, USA, June 27-30, 2016},
pages = {2091--2099},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/CVPR.2016.230},
doi = {10.1109/CVPR.2016.230},
timestamp = {Thu, 06 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/HuangCFKA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangMCBPRGUA16,
author = {Shengjie Wang and
Abdel{-}rahman Mohamed and
Rich Caruana and
Jeff A. Bilmes and
Matthai Philipose and
Matthew Richardson and
Krzysztof J. Geras and
Gregor Urban and
{\"{O}}zlem Aslan},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Analysis of Deep Neural Networks with Extended Data Jacobian Matrix},
booktitle = {Proceedings of the 33nd International Conference on Machine Learning,
{ICML} 2016, New York City, NY, USA, June 19-24, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {48},
pages = {718--726},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/wanga16.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/WangMCBPRGUA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/NalisnickMCC16,
author = {Eric T. Nalisnick and
Bhaskar Mitra and
Nick Craswell and
Rich Caruana},
editor = {Jacqueline Bourdeau and
Jim Hendler and
Roger Nkambou and
Ian Horrocks and
Ben Y. Zhao},
title = {Improving Document Ranking with Dual Word Embeddings},
booktitle = {Proceedings of the 25th International Conference on World Wide Web,
{WWW} 2016, Montreal, Canada, April 11-15, 2016, Companion Volume},
pages = {83--84},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2872518.2889361},
doi = {10.1145/2872518.2889361},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/www/NalisnickMCC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LakkarajuKCH16,
author = {Himabindu Lakkaraju and
Ece Kamar and
Rich Caruana and
Eric Horvitz},
title = {Discovering Blind Spots of Predictive Models: Representations and
Policies for Guided Exploration},
journal = {CoRR},
volume = {abs/1610.09064},
year = {2016},
url = {http://arxiv.org/abs/1610.09064},
eprinttype = {arXiv},
eprint = {1610.09064},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/LakkarajuKCH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MitraNCC16,
author = {Bhaskar Mitra and
Eric T. Nalisnick and
Nick Craswell and
Rich Caruana},
title = {A Dual Embedding Space Model for Document Ranking},
journal = {CoRR},
volume = {abs/1602.01137},
year = {2016},
url = {http://arxiv.org/abs/1602.01137},
eprinttype = {arXiv},
eprint = {1602.01137},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/MitraNCC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/UrbanGKAWCMPR16,
author = {Gregor Urban and
Krzysztof J. Geras and
Samira Ebrahimi Kahou and
{\"{O}}zlem Aslan and
Shengjie Wang and
Rich Caruana and
Abdelrahman Mohamed and
Matthai Philipose and
Matthew Richardson},
title = {Do Deep Convolutional Nets Really Need to be Deep (Or Even Convolutional)?},
journal = {CoRR},
volume = {abs/1603.05691},
year = {2016},
url = {http://arxiv.org/abs/1603.05691},
eprinttype = {arXiv},
eprint = {1603.05691},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/UrbanGKAWCMPR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictir/BennettSC15,
author = {Paul N. Bennett and
Milad Shokouhi and
Rich Caruana},
editor = {James Allan and
W. Bruce Croft and
Arjen P. de Vries and
Chengxiang Zhai},
title = {Implicit Preference Labels for Learning Highly Selective Personalized
Rankers},
booktitle = {Proceedings of the 2015 International Conference on The Theory of
Information Retrieval, {ICTIR} 2015, Northampton, Massachusetts, USA,
September 27-30, 2015},
pages = {291--300},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2808194.2809464},
doi = {10.1145/2808194.2809464},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ictir/BennettSC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/CaruanaLGKSE15,
author = {Rich Caruana and
Yin Lou and
Johannes Gehrke and
Paul Koch and
Marc Sturm and
Noemie Elhadad},
editor = {Longbing Cao and
Chengqi Zhang and
Thorsten Joachims and
Geoffrey I. Webb and
Dragos D. Margineantu and
Graham Williams},
title = {Intelligible Models for HealthCare: Predicting Pneumonia Risk and
Hospital 30-day Readmission},
booktitle = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
10-13, 2015},
pages = {1721--1730},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2783258.2788613},
doi = {10.1145/2783258.2788613},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/CaruanaLGKSE15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GerasMCUWAPRS15,
author = {Krzysztof J. Geras and
Abdel{-}rahman Mohamed and
Rich Caruana and
Gregor Urban and
Shengjie Wang and
{\"{O}}zlem Aslan and
Matthai Philipose and
Matthew Richardson and
Charles Sutton},
title = {Compressing LSTMs into CNNs},
journal = {CoRR},
volume = {abs/1511.06433},
year = {2015},
url = {http://arxiv.org/abs/1511.06433},
eprinttype = {arXiv},
eprint = {1511.06433},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/GerasMCUWAPRS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/AliCK14,
author = {Alnur Ali and
Rich Caruana and
Ashish Kapoor},
editor = {Carla E. Brodley and
Peter Stone},
title = {Active Learning with Model Selection},
booktitle = {Proceedings of the Twenty-Eighth {AAAI} Conference on Artificial Intelligence,
July 27 -31, 2014, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada},
pages = {1673--1679},
publisher = {{AAAI} Press},
year = {2014},
url = {https://doi.org/10.1609/aaai.v28i1.9014},
doi = {10.1609/AAAI.V28I1.9014},
timestamp = {Mon, 04 Sep 2023 15:06:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/AliCK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/DeyKCKHK14,
author = {Debadeepta Dey and
Andrey Kolobov and
Rich Caruana and
Ece Kamar and
Eric Horvitz and
Ashish Kapoor},
editor = {Ana L. C. Bazzan and
Michael N. Huhns and
Alessio Lomuscio and
Paul Scerri},
title = {Gauss meets Canadian traveler: shortest-path problems with correlated
natural dynamics},
booktitle = {International conference on Autonomous Agents and Multi-Agent Systems,
{AAMAS} '14, Paris, France, May 5-9, 2014},
pages = {1101--1108},
publisher = {{IFAAMAS/ACM}},
year = {2014},
url = {http://dl.acm.org/citation.cfm?id=2617421},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/atal/DeyKCKHK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/KuleszaACFC14,
author = {Todd Kulesza and
Saleema Amershi and
Rich Caruana and
Danyel Fisher and
Denis Xavier Charles},
editor = {Matt Jones and
Philippe A. Palanque and
Albrecht Schmidt and
Tovi Grossman},
title = {Structured labeling for facilitating concept evolution in machine
learning},
booktitle = {{CHI} Conference on Human Factors in Computing Systems, CHI'14, Toronto,
ON, Canada - April 26 - May 01, 2014},
pages = {3075--3084},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2556288.2557238},
doi = {10.1145/2556288.2557238},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chi/KuleszaACFC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BaC14,
author = {Jimmy Ba and
Rich Caruana},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Do Deep Nets Really Need to be Deep?},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {2654--2662},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/ea8fcd92d59581717e06eb187f10666d-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/BaC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LouBCG14,
author = {Yin Lou and
Jacob Bien and
Rich Caruana and
Johannes Gehrke},
title = {Sparse Partially Linear Additive Models},
journal = {CoRR},
volume = {abs/1407.4729},
year = {2014},
url = {http://arxiv.org/abs/1407.4729},
eprinttype = {arXiv},
eprint = {1407.4729},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/LouBCG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/AgarwalCPW13,
author = {Deepak Agarwal and
Rich Caruana and
Jian Pei and
Ke Wang},
title = {Introduction to the Special Issue {ACM} {SIGKDD} 2012},
journal = {{ACM} Trans. Knowl. Discov. Data},
volume = {7},
number = {3},
pages = {9:1--9:2},
year = {2013},
url = {https://doi.org/10.1145/2513092.2513093},
doi = {10.1145/2513092.2513093},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tkdd/AgarwalCPW13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/Caruana13,
author = {Rich Caruana},
editor = {Qi He and
Arun Iyengar and
Wolfgang Nejdl and
Jian Pei and
Rajeev Rastogi},
title = {Clustering: probably approximately useless?},
booktitle = {22nd {ACM} International Conference on Information and Knowledge Management,
CIKM'13, San Francisco, CA, USA, October 27 - November 1, 2013},
pages = {1259--1260},
publisher = {{ACM}},
year = {2013},
url = {https://doi.org/10.1145/2505515.2514692},
doi = {10.1145/2505515.2514692},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cikm/Caruana13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LouCGH13,
author = {Yin Lou and
Rich Caruana and
Johannes Gehrke and
Giles Hooker},
editor = {Inderjit S. Dhillon and
Yehuda Koren and
Rayid Ghani and
Ted E. Senator and
Paul Bradley and
Rajesh Parekh and
Jingrui He and
Robert L. Grossman and
Ramasamy Uthurusamy},
title = {Accurate intelligible models with pairwise interactions},
booktitle = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
pages = {623--631},
publisher = {{ACM}},
year = {2013},
url = {https://doi.org/10.1145/2487575.2487579},
doi = {10.1145/2487575.2487579},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/LouCGH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LeeGC13,
author = {Jason D. Lee and
Ran Gilad{-}Bachrach and
Rich Caruana},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Using multiple samples to learn mixture models},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {324--332},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/f340f1b1f65b6df5b5e3f94d95b11daf-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LeeGC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/um/KrummCC13,
author = {John Krumm and
Rich Caruana and
Scott Counts},
editor = {Sandra Carberry and
Stephan Weibelzahl and
Alessandro Micarelli and
Giovanni Semeraro},
title = {Learning Likely Locations},
booktitle = {User Modeling, Adaptation, and Personalization - 21th International
Conference, {UMAP} 2013, Rome, Italy, June 10-14, 2013, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7899},
pages = {64--76},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-38844-6\_6},
doi = {10.1007/978-3-642-38844-6\_6},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/um/KrummCC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lnsn/JavanmardiMCFL13,
author = {Sara Javanmardi and
David W. McDonald and
Rich Caruana and
Sholeh Forouzan and
Cristina V. Lopes},
editor = {Tansel {\"{O}}zyer and
Zeki Erdem and
Jon G. Rokne and
Suheil Khoury},
title = {Learning to Detect Vandalism in Social Content Systems: {A} Study
on Wikipedia - Vandalism Detection in Wikipedia},
booktitle = {Mining Social Networks and Security Informatics},
series = {Lecture Notes in Social Networks},
pages = {203--225},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-94-007-6359-3\_11},
doi = {10.1007/978-94-007-6359-3\_11},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/lnsn/JavanmardiMCFL13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BaC13,
author = {Lei Jimmy Ba and
Rich Caruana},
title = {Do Deep Nets Really Need to be Deep?},
journal = {CoRR},
volume = {abs/1312.6184},
year = {2013},
url = {http://arxiv.org/abs/1312.6184},
eprinttype = {arXiv},
eprint = {1312.6184},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/BaC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LeeGC13,
author = {Jason D. Lee and
Ran Gilad{-}Bachrach and
Rich Caruana},
title = {Using Multiple Samples to Learn Mixture Models},
journal = {CoRR},
volume = {abs/1311.7184},
year = {2013},
url = {http://arxiv.org/abs/1311.7184},
eprinttype = {arXiv},
eprint = {1311.7184},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/LeeGC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1304-2733,
author = {Richard A. Caruana},
title = {The Automatic Training of Rule Bases that Use Numerical Uncertainty
Representations},
journal = {CoRR},
volume = {abs/1304.2733},
year = {2013},
url = {http://arxiv.org/abs/1304.2733},
eprinttype = {arXiv},
eprint = {1304.2733},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1304-2733.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/GhoshSTC12,
author = {Joydeep Ghosh and
Padhraic Smyth and
Andrew Tomkins and
Rich Caruana},
title = {Special issue on best of {SIGKDD} 2011},
journal = {{ACM} Trans. Knowl. Discov. Data},
volume = {6},
number = {4},
pages = {14:1--14:2},
year = {2012},
url = {https://doi.org/10.1145/2382577.2382578},
doi = {10.1145/2382577.2382578},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tkdd/GhoshSTC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmi/VinyalsBC12,
author = {Oriol Vinyals and
Dan Bohus and
Rich Caruana},
editor = {Louis{-}Philippe Morency and
Dan Bohus and
Hamid K. Aghajan and
Justine Cassell and
Anton Nijholt and
Julien Epps},
title = {Learning speaker, addressee and overlap detection models from multimodal
streams},
booktitle = {International Conference on Multimodal Interaction, {ICMI} '12, Santa
Monica, CA, USA, October 22-26, 2012},
pages = {417--424},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2388676.2388770},
doi = {10.1145/2388676.2388770},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icmi/VinyalsBC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LouCG12,
author = {Yin Lou and
Rich Caruana and
Johannes Gehrke},
editor = {Qiang Yang and
Deepak Agarwal and
Jian Pei},
title = {Intelligible models for classification and regression},
booktitle = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
pages = {150--158},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2339530.2339556},
doi = {10.1145/2339530.2339556},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/LouCG12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/Niculescu-MizilC12,
author = {Alexandru Niculescu{-}Mizil and
Rich Caruana},
editor = {Isabelle Guyon and
Gideon Dror and
Vincent Lemaire and
Graham W. Taylor and
Daniel L. Silver},
title = {Inductive Transfer for Bayesian Network Structure Learning},
booktitle = {Unsupervised and Transfer Learning - Workshop held at {ICML} 2011,
Bellevue, Washington, USA, July 2, 2011},
series = {{JMLR} Proceedings},
volume = {27},
pages = {167--180},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v27/niculescu12a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/Niculescu-MizilC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Caruana12,
author = {Rich Caruana},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {A Dozen Tricks with Multitask Learning},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {163--189},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_12},
doi = {10.1007/978-3-642-35289-8\_12},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/lncs/Caruana12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1207-1403,
author = {Alexandru Niculescu{-}Mizil and
Rich Caruana},
title = {Obtaining Calibrated Probabilities from Boosting},
journal = {CoRR},
volume = {abs/1207.1403},
year = {2012},
url = {http://arxiv.org/abs/1207.1403},
eprinttype = {arXiv},
eprint = {1207.1403},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1207-1403.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/GanjisaffarCL11,
author = {Yasser Ganjisaffar and
Rich Caruana and
Cristina Videira Lopes},
editor = {Wei{-}Ying Ma and
Jian{-}Yun Nie and
Ricardo Baeza{-}Yates and
Tat{-}Seng Chua and
W. Bruce Croft},
title = {Bagging gradient-boosted trees for high precision, low variance ranking
models},
booktitle = {Proceeding of the 34th International {ACM} {SIGIR} Conference on Research
and Development in Information Retrieval, {SIGIR} 2011, Beijing, China,
July 25-29, 2011},
pages = {85--94},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2009916.2009932},
doi = {10.1145/2009916.2009932},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigir/GanjisaffarCL11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/SorokinaCRHK09,
author = {Daria Sorokina and
Rich Caruana and
Mirek Riedewald and
Wesley M. Hochachka and
Steve Kelling},
editor = {Y{\"{u}}cel Saygin and
Jeffrey Xu Yu and
Hillol Kargupta and
Wei Wang and
Sanjay Ranka and
Philip S. Yu and
Xindong Wu},
title = {Detecting and Interpreting Variable Interactions in Observational
Ornithology Data},
booktitle = {{ICDM} Workshops 2009, {IEEE} International Conference on Data Mining
Workshops, Miami, Florida, USA, 6 December 2009},
pages = {64--69},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ICDMW.2009.84},
doi = {10.1109/ICDMW.2009.84},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/SorokinaCRHK09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MunsonC09,
author = {M. Arthur Munson and
Rich Caruana},
editor = {Wray L. Buntine and
Marko Grobelnik and
Dunja Mladenic and
John Shawe{-}Taylor},
title = {On Feature Selection, Bias-Variance, and Bagging},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2009, Bled, Slovenia, September 7-11, 2009, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {5782},
pages = {144--159},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04174-7\_10},
doi = {10.1007/978-3-642-04174-7\_10},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/MunsonC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/taco/IpekMSCSS08,
author = {Engin Ipek and
Sally A. McKee and
Karan Singh and
Rich Caruana and
Bronis R. de Supinski and
Martin Schulz},
title = {Efficient architectural design space exploration via predictive modeling},
journal = {{ACM} Trans. Archit. Code Optim.},
volume = {4},
number = {4},
pages = {1:1--1:34},
year = {2008},
url = {https://doi.org/10.1145/1328195.1328196},
doi = {10.1145/1328195.1328196},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/taco/IpekMSCSS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaKY08,
author = {Rich Caruana and
Nikolaos Karampatziakis and
Ainur Yessenalina},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {An empirical evaluation of supervised learning in high dimensions},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {96--103},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390169},
doi = {10.1145/1390156.1390169},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaKY08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SorokinaCRF08,
author = {Daria Sorokina and
Rich Caruana and
Mirek Riedewald and
Daniel Fink},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Detecting statistical interactions with additive groves of trees},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {1000--1007},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390282},
doi = {10.1145/1390156.1390282},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/SorokinaCRF08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isca/IpekMMC08,
author = {Engin Ipek and
Onur Mutlu and
Jos{\'{e}} F. Mart{\'{\i}}nez and
Rich Caruana},
title = {Self-Optimizing Memory Controllers: {A} Reinforcement Learning Approach},
booktitle = {35th International Symposium on Computer Architecture {(ISCA} 2008),
June 21-25, 2008, Beijing, China},
pages = {39--50},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/ISCA.2008.21},
doi = {10.1109/ISCA.2008.21},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/isca/IpekMMC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/NguyenC08,
author = {Nam Nguyen and
Rich Caruana},
editor = {Ying Li and
Bing Liu and
Sunita Sarawagi},
title = {Classification with partial labels},
booktitle = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
24-27, 2008},
pages = {551--559},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1401890.1401958},
doi = {10.1145/1401890.1401958},
timestamp = {Fri, 10 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/NguyenC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NguyenC08,
author = {Nam Nguyen and
Rich Caruana},
editor = {Walter Daelemans and
Bart Goethals and
Katharina Morik},
title = {Improving Classification with Pairwise Constraints: {A} Margin-Based
Approach},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML/PKDD} 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {5212},
pages = {113--124},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87481-2\_8},
doi = {10.1007/978-3-540-87481-2\_8},
timestamp = {Fri, 10 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/NguyenC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/concurrency/SinghIMSSC07,
author = {Karan Singh and
Engin Ipek and
Sally A. McKee and
Bronis R. de Supinski and
Martin Schulz and
Rich Caruana},
title = {Predicting parallel application performance via machine learning approaches},
journal = {Concurr. Comput. Pract. Exp.},
volume = {19},
number = {17},
pages = {2219--2235},
year = {2007},
url = {https://doi.org/10.1002/cpe.1171},
doi = {10.1002/CPE.1171},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/concurrency/SinghIMSSC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/SkalakNC07,
author = {David B. Skalak and
Alexandru Niculescu{-}Mizil and
Rich Caruana},
editor = {Joost N. Kok and
Jacek Koronacki and
Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
Stan Matwin and
Dunja Mladenic and
Andrzej Skowron},
title = {Classifier Loss Under Metric Uncertainty},
booktitle = {Machine Learning: {ECML} 2007, 18th European Conference on Machine
Learning, Warsaw, Poland, September 17-21, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4701},
pages = {310--322},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74958-5\_30},
doi = {10.1007/978-3-540-74958-5\_30},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecml/SkalakNC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/SorokinaCR07,
author = {Daria Sorokina and
Rich Caruana and
Mirek Riedewald},
editor = {Joost N. Kok and
Jacek Koronacki and
Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
Stan Matwin and
Dunja Mladenic and
Andrzej Skowron},
title = {Additive Groves of Regression Trees},
booktitle = {Machine Learning: {ECML} 2007, 18th European Conference on Machine
Learning, Warsaw, Poland, September 17-21, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4701},
pages = {323--334},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74958-5\_31},
doi = {10.1007/978-3-540-74958-5\_31},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecml/SorokinaCR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/NguyenC07,
author = {Nam Nguyen and
Rich Caruana},
title = {Consensus Clusterings},
booktitle = {Proceedings of the 7th {IEEE} International Conference on Data Mining
{(ICDM} 2007), October 28-31, 2007, Omaha, Nebraska, {USA}},
pages = {607--612},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/ICDM.2007.73},
doi = {10.1109/ICDM.2007.73},
timestamp = {Fri, 10 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/NguyenC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/Niculescu-MizilC07,
author = {Alexandru Niculescu{-}Mizil and
Rich Caruana},
editor = {Marina Meila and
Xiaotong Shen},
title = {Inductive Transfer for Bayesian Network Structure Learning},
booktitle = {Proceedings of the Eleventh International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2007, San Juan, Puerto Rico,
March 21-24, 2007},
series = {{JMLR} Proceedings},
volume = {2},
pages = {339--346},
publisher = {JMLR.org},
year = {2007},
url = {http://proceedings.mlr.press/v2/niculescu-mizil07a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/Niculescu-MizilC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/kdd/2007,
editor = {Pavel Berkhin and
Rich Caruana and
Xindong Wu},
title = {Proceedings of the 13th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Jose, California, USA, August
12-15, 2007},
publisher = {{ACM}},
year = {2007},
isbn = {978-1-59593-609-7},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/2007.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asplos/IpekMCSS06,
author = {Engin Ipek and
Sally A. McKee and
Rich Caruana and
Bronis R. de Supinski and
Martin Schulz},
editor = {John Paul Shen and
Margaret Martonosi},
title = {Efficiently exploring architectural design spaces via predictive modeling},
booktitle = {Proceedings of the 12th International Conference on Architectural
Support for Programming Languages and Operating Systems, {ASPLOS}
2006, San Jose, CA, USA, October 21-25, 2006},
pages = {195--206},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1168857.1168882},
doi = {10.1145/1168857.1168882},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/asplos/IpekMCSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/CaruanaENS06,
author = {Rich Caruana and
Mohamed Farid Elhawary and
Nam Nguyen and
Casey Smith},
title = {Meta Clustering},
booktitle = {Proceedings of the 6th {IEEE} International Conference on Data Mining
{(ICDM} 2006), 18-22 December 2006, Hong Kong, China},
pages = {107--118},
publisher = {{IEEE} Computer Society},
year = {2006},
url = {https://doi.org/10.1109/ICDM.2006.103},
doi = {10.1109/ICDM.2006.103},
timestamp = {Fri, 10 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/CaruanaENS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/CaruanaMN06,
author = {Rich Caruana and
Art Munson and
Alexandru Niculescu{-}Mizil},
title = {Getting the Most Out of Ensemble Selection},
booktitle = {Proceedings of the 6th {IEEE} International Conference on Data Mining
{(ICDM} 2006), 18-22 December 2006, Hong Kong, China},
pages = {828--833},
publisher = {{IEEE} Computer Society},
year = {2006},
url = {https://doi.org/10.1109/ICDM.2006.76},
doi = {10.1109/ICDM.2006.76},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/CaruanaMN06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaN06,
author = {Rich Caruana and
Alexandru Niculescu{-}Mizil},
editor = {William W. Cohen and
Andrew W. Moore},
title = {An empirical comparison of supervised learning algorithms},
booktitle = {Machine Learning, Proceedings of the Twenty-Third International Conference
{(ICML} 2006), Pittsburgh, Pennsylvania, USA, June 25-29, 2006},
series = {{ACM} International Conference Proceeding Series},
volume = {148},
pages = {161--168},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1143844.1143865},
doi = {10.1145/1143844.1143865},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaN06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/BackstromC06,
author = {Lars Backstrom and
Rich Caruana},
title = {{C2FS:} An Algorithm for Feature Selection in Cascade Neural Networks},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2006, part of the {IEEE} World Congress on Computational Intelligence,
{WCCI} 2006, Vancouver, BC, Canada, 16-21 July 2006},
pages = {4748--4753},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IJCNN.2006.247130},
doi = {10.1109/IJCNN.2006.247130},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/BackstromC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BucilaCN06,
author = {Cristian Bucila and
Rich Caruana and
Alexandru Niculescu{-}Mizil},
editor = {Tina Eliassi{-}Rad and
Lyle H. Ungar and
Mark Craven and
Dimitrios Gunopulos},
title = {Model compression},
booktitle = {Proceedings of the Twelfth {ACM} {SIGKDD} International Conference
on Knowledge Discovery and Data Mining, Philadelphia, PA, USA, August
20-23, 2006},
pages = {535--541},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1150402.1150464},
doi = {10.1145/1150402.1150464},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/BucilaCN06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/CaruanaEMRSFHK06,
author = {Rich Caruana and
Mohamed Farid Elhawary and
Art Munson and
Mirek Riedewald and
Daria Sorokina and
Daniel Fink and
Wesley M. Hochachka and
Steve Kelling},
editor = {Tina Eliassi{-}Rad and
Lyle H. Ungar and
Mark Craven and
Dimitrios Gunopulos},
title = {Mining citizen science data to predict orevalence of wild bird species},
booktitle = {Proceedings of the Twelfth {ACM} {SIGKDD} International Conference
on Knowledge Discovery and Data Mining, Philadelphia, PA, USA, August
20-23, 2006},
pages = {909--915},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1150402.1150527},
doi = {10.1145/1150402.1150527},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/CaruanaEMRSFHK06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/CooperAAABCFJLM05,
author = {Gregory F. Cooper and
Vijoy Abraham and
Constantin F. Aliferis and
John M. Aronis and
Bruce G. Buchanan and
Rich Caruana and
Michael J. Fine and
Janine E. Janosky and
Gary Livingston and
Tom M. Mitchell},
title = {Predicting dire outcomes of patients with community acquired pneumonia},
journal = {J. Biomed. Informatics},
volume = {38},
number = {5},
pages = {347--366},
year = {2005},
url = {https://doi.org/10.1016/j.jbi.2005.02.005},
doi = {10.1016/J.JBI.2005.02.005},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jbi/CooperAAABCFJLM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Niculescu-MizilC05,
author = {Alexandru Niculescu{-}Mizil and
Rich Caruana},
editor = {Luc De Raedt and
Stefan Wrobel},
title = {Predicting good probabilities with supervised learning},
booktitle = {Machine Learning, Proceedings of the Twenty-Second International Conference
{(ICML} 2005), Bonn, Germany, August 7-11, 2005},
series = {{ACM} International Conference Proceeding Series},
volume = {119},
pages = {625--632},
publisher = {{ACM}},
year = {2005},
url = {https://doi.org/10.1145/1102351.1102430},
doi = {10.1145/1102351.1102430},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/Niculescu-MizilC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/MunsonCC05,
author = {Art Munson and
Claire Cardie and
Rich Caruana},
title = {Optimizing to Arbitrary {NLP} Metrics using Ensemble Selection},
booktitle = {{HLT/EMNLP} 2005, Human Language Technology Conference and Conference
on Empirical Methods in Natural Language Processing, Proceedings of
the Conference, 6-8 October 2005, Vancouver, British Columbia, Canada},
pages = {539--546},
publisher = {The Association for Computational Linguistics},
year = {2005},
url = {https://aclanthology.org/H05-1068/},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/naacl/MunsonCC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/Niculescu-MizilC05,
author = {Alexandru Niculescu{-}Mizil and
Rich Caruana},
title = {Obtaining Calibrated Probabilities from Boosting},
booktitle = {{UAI} '05, Proceedings of the 21st Conference in Uncertainty in Artificial
Intelligence, Edinburgh, Scotland, July 26-29, 2005},
pages = {413},
publisher = {{AUAI} Press},
year = {2005},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=1217\&proceeding\_id=21},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/Niculescu-MizilC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/CaruanaJB04,
author = {Rich Caruana and
Thorsten Joachims and
Lars Backstrom},
title = {KDD-Cup 2004: results and analysis},
journal = {{SIGKDD} Explor.},
volume = {6},
number = {2},
pages = {95--108},
year = {2004},
url = {https://doi.org/10.1145/1046456.1046470},
doi = {10.1145/1046456.1046470},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sigkdd/CaruanaJB04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaNCK04,
author = {Rich Caruana and
Alexandru Niculescu{-}Mizil and
Geoff Crew and
Alex Ksikes},
editor = {Carla E. Brodley},
title = {Ensemble selection from libraries of models},
booktitle = {Machine Learning, Proceedings of the Twenty-first International Conference
{(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
series = {{ACM} International Conference Proceeding Series},
volume = {69},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/1015330.1015432},
doi = {10.1145/1015330.1015432},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaNCK04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/CaruanaN04,
author = {Rich Caruana and
Alexandru Niculescu{-}Mizil},
editor = {Won Kim and
Ron Kohavi and
Johannes Gehrke and
William DuMouchel},
title = {Data mining in metric space: an empirical analysis of supervised learning
performance criteria},
booktitle = {Proceedings of the Tenth {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Seattle, Washington, USA, August
22-25, 2004},
pages = {69--78},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/1014052.1014063},
doi = {10.1145/1014052.1014063},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/CaruanaN04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rocai/CaruanaN04,
author = {Rich Caruana and
Alexandru Niculescu{-}Mizil},
editor = {Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
C{\'{e}}sar Ferri and
Nicolas Lachiche and
Peter A. Flach},
title = {An Empirical Evaluation of Supervised Learning for {ROC} Area},
booktitle = {{ROC} Analysis in Artificial Intelligence, 1st International Workshop,
ROCAI-2004, Valencia, Spain, August 22, 2004},
pages = {1--8},
year = {2004},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/rocai/CaruanaN04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rocai/CaruanaN04a,
author = {Rich Caruana and
Alexandru Niculescu{-}Mizil},
editor = {Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
C{\'{e}}sar Ferri and
Nicolas Lachiche and
Peter A. Flach},
title = {Data Mining in Metric Space: An Empirical Analysis of Supervised Learning
Performance Criteria},
booktitle = {{ROC} Analysis in Artificial Intelligence, 1st International Workshop,
ROCAI-2004, Valencia, Spain, August 22, 2004},
pages = {9--18},
year = {2004},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/rocai/CaruanaN04a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/CaruanaS03,
author = {Rich Caruana and
Virginia R. de Sa},
title = {Benefitting from the Variables that Variable Selection Discards},
journal = {J. Mach. Learn. Res.},
volume = {3},
pages = {1245--1264},
year = {2003},
url = {http://jmlr.org/papers/v3/caruana03a.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/CaruanaS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/CaruanaNRS03,
author = {Rich Caruana and
Radu Stefan Niculescu and
R. Bharat Rao and
Cynthia Simms},
title = {Evaluating the C-section Rate of Different Physician Practices: Using
Machine Learning to Model Standard Practice},
booktitle = {{AMIA} 2003, American Medical Informatics Association Annual Symposium,
Washington, DC, USA, November 8-12, 2003},
publisher = {{AMIA}},
year = {2003},
url = {https://knowledge.amia.org/amia-55142-a2003a-1.616734/t-001-1.619623/f-001-1.619624/a-027-1.620021/a-028-1.620018},
timestamp = {Wed, 17 Apr 2024 11:48:28 +0200},
biburl = {https://dblp.org/rec/conf/amia/CaruanaNRS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/CaruanaNRS02,
author = {Rich Caruana and
Radu Stefan Niculescu and
R. Bharat Rao and
Cynthia Simms},
title = {Machine learning for sub-population assessment: evaluating the C-section
rate of different physician practices},
booktitle = {{AMIA} 2002, American Medical Informatics Association Annual Symposium,
San Antonio, TX, USA, November 9-13, 2002},
publisher = {{AMIA}},
year = {2002},
url = {https://knowledge.amia.org/amia-55142-a2002a-1.610020/t-001-1.612667/f-001-1.612668/a-025-1.613178/a-026-1.613175},
timestamp = {Wed, 17 Apr 2024 11:48:33 +0200},
biburl = {https://dblp.org/rec/conf/amia/CaruanaNRS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/Caruana01,
author = {Rich Caruana},
editor = {Thomas S. Richardson and
Tommi S. Jaakkola},
title = {A Non-Parametric EM-Style Algorithm for Imputing Missing Values},
booktitle = {Proceedings of the Eighth International Workshop on Artificial Intelligence
and Statistics, {AISTATS} 2001, Key West, Florida, USA, January 4-7,
2001},
publisher = {Society for Artificial Intelligence and Statistics},
year = {2001},
url = {http://www.gatsby.ucl.ac.uk/aistats/aistats2001/files/caruana162.ps},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aistats/Caruana01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LangfordC01,
author = {John Langford and
Rich Caruana},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {(Not) Bounding the True Error},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {809--816},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/98c7242894844ecd6ec94af67ac8247d-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LangfordC01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annimab/Caruana00,
author = {Rich Caruana},
editor = {Helge Malmgren and
Magnus Borga and
Lars Niklasson},
title = {Case-Based Explanation for Artificial Neural Nets},
booktitle = {Artificial Neural Networks in Medicine and Biology, Proceedings of
the {ANNIMAB-1} Conference, G{\"{o}}teborg, Sweden, 13-16 May
2000},
series = {Perspectives in Neural Computing},
pages = {303--308},
publisher = {Springer},
year = {2000},
url = {https://doi.org/10.1007/978-1-4471-0513-8\_46},
doi = {10.1007/978-1-4471-0513-8\_46},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annimab/Caruana00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/OSullivanLCB00,
author = {Joseph O'Sullivan and
John Langford and
Rich Caruana and
Avrim Blum},
editor = {Pat Langley},
title = {FeatureBoost: {A} Meta-Learning Algorithm that Improves Model Robustness},
booktitle = {Proceedings of the Seventeenth International Conference on Machine
Learning {(ICML} 2000), Stanford University, Stanford, CA, USA, June
29 - July 2, 2000},
pages = {703--710},
publisher = {Morgan Kaufmann},
year = {2000},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/OSullivanLCB00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CaruanaLG00,
author = {Rich Caruana and
Steve Lawrence and
C. Lee Giles},
editor = {Todd K. Leen and
Thomas G. Dietterich and
Volker Tresp},
title = {Overfitting in Neural Nets: Backpropagation, Conjugate Gradient, and
Early Stopping},
booktitle = {Advances in Neural Information Processing Systems 13, Papers from
Neural Information Processing Systems {(NIPS)} 2000, Denver, CO, {USA}},
pages = {402--408},
publisher = {{MIT} Press},
year = {2000},
url = {https://proceedings.neurips.cc/paper/2000/hash/059fdcd96baeb75112f09fa1dcc740cc-Abstract.html},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CaruanaLG00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/BergerCCFM00,
author = {Adam L. Berger and
Rich Caruana and
David Cohn and
Dayne Freitag and
Vibhu O. Mittal},
editor = {Emmanuel J. Yannakoudakis and
Nicholas J. Belkin and
Peter Ingwersen and
Mun{-}Kew Leong},
title = {Bridging the lexical chasm: statistical approaches to answer-finding},
booktitle = {{SIGIR} 2000: Proceedings of the 23rd Annual International {ACM} {SIGIR}
Conference on Research and Development in Information Retrieval, July
24-28, 2000, Athens, Greece},
pages = {192--199},
publisher = {{ACM}},
year = {2000},
url = {https://doi.org/10.1145/345508.345576},
doi = {10.1145/345508.345576},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigir/BergerCCFM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/CaruanaKDSJ99,
author = {Rich Caruana and
Hooshang Kangarloo and
John D. N. Dionisio and
Usha Sinha and
David B. Johnson},
title = {Case-based explanation of non-case-based learning methods},
booktitle = {{AMIA} 1999, American Medical Informatics Association Annual Symposium,
Washington, DC, USA, November 6-10, 1999},
publisher = {{AMIA}},
year = {1999},
url = {https://knowledge.amia.org/amia-55142-a1999a-1.591078/t-001-1.593353/f-001-1.593354/a-042-1.593841/a-043-1.593838},
timestamp = {Wed, 17 Apr 2024 11:48:49 +0200},
biburl = {https://dblp.org/rec/conf/amia/CaruanaKDSJ99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/CaruanaO98,
author = {Rich Caruana and
Joseph O'Sullivan},
title = {Multitask pattern recognition for autonomous robots},
booktitle = {Proceedings 1998 {IEEE/RSJ} International Conference on Intelligent
Robots and Systems. Innovations in Theory, Practice and Applications,
October 13-17, 1998, Victoria, BC, Canada},
pages = {13--18},
publisher = {{IEEE}},
year = {1998},
url = {https://doi.org/10.1109/IROS.1998.724589},
doi = {10.1109/IROS.1998.724589},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iros/CaruanaO98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/98/Caruana98,
author = {Rich Caruana},
editor = {Sebastian Thrun and
Lorien Y. Pratt},
title = {Multitask Learning},
booktitle = {Learning to Learn},
pages = {95--133},
publisher = {Springer},
year = {1998},
url = {https://doi.org/10.1007/978-1-4615-5529-2\_5},
doi = {10.1007/978-1-4615-5529-2\_5},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/books/sp/98/Caruana98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/CooperAAABCFGGHJMMRS97,
author = {Gregory F. Cooper and
Constantin F. Aliferis and
Richard Ambrosino and
John M. Aronis and
Bruce G. Buchanan and
Rich Caruana and
Michael J. Fine and
Clark Glymour and
Geoffrey J. Gordon and
Barbara H. Hanusa and
Janine E. Janosky and
Christopher Meek and
Tom M. Mitchell and
Thomas S. Richardson and
Peter Spirtes},
title = {An evaluation of machine-learning methods for predicting pneumonia
mortality},
journal = {Artif. Intell. Medicine},
volume = {9},
number = {2},
pages = {107--138},
year = {1997},
url = {https://doi.org/10.1016/S0933-3657(96)00367-3},
doi = {10.1016/S0933-3657(96)00367-3},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/artmed/CooperAAABCFGGHJMMRS97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/Caruana97,
author = {Rich Caruana},
title = {Multitask Learning},
journal = {Mach. Learn.},
volume = {28},
number = {1},
pages = {41--75},
year = {1997},
url = {https://doi.org/10.1023/A:1007379606734},
doi = {10.1023/A:1007379606734},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/Caruana97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Caruana96,
author = {Rich Caruana},
editor = {Lorenza Saitta},
title = {Algorithms and Applications for Multitask Learning},
booktitle = {Machine Learning, Proceedings of the Thirteenth International Conference
{(ICML} '96), Bari, Italy, July 3-6, 1996},
pages = {87--95},
publisher = {Morgan Kaufmann},
year = {1996},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/Caruana96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CaruanaS96,
author = {Rich Caruana and
Virginia R. de Sa},
editor = {Michael Mozer and
Michael I. Jordan and
Thomas Petsche},
title = {Promoting Poor Features to Supervisors: Some Inputs Work Better as
Outputs},
booktitle = {Advances in Neural Information Processing Systems 9, NIPS, Denver,
CO, USA, December 2-5, 1996},
pages = {389--395},
publisher = {{MIT} Press},
year = {1996},
url = {http://papers.nips.cc/paper/1231-promoting-poor-features-to-supervisors-some-inputs-work-better-as-outputs},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CaruanaS96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/Caruana96,
author = {Rich Caruana},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {A Dozen Tricks with Multitask Learning},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {165--191},
publisher = {Springer},
year = {1996},
url = {https://doi.org/10.1007/3-540-49430-8\_9},
doi = {10.1007/3-540-49430-8\_9},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Caruana96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BalujaC95,
author = {Shumeet Baluja and
Rich Caruana},
editor = {Armand Prieditis and
Stuart Russell},
title = {Removing the Genetics from the Standard Genetic Algorithm},
booktitle = {Machine Learning, Proceedings of the Twelfth International Conference
on Machine Learning, Tahoe City, California, USA, July 9-12, 1995},
pages = {38--46},
publisher = {Morgan Kaufmann},
year = {1995},
url = {https://doi.org/10.1016/b978-1-55860-377-6.50014-1},
doi = {10.1016/B978-1-55860-377-6.50014-1},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/BalujaC95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CaruanaBM95,
author = {Rich Caruana and
Shumeet Baluja and
Tom M. Mitchell},
editor = {David S. Touretzky and
Michael Mozer and
Michael E. Hasselmo},
title = {Using the Future to Sort Out the Present: Rankprop and Multitask Learning
for Medical Risk Evaluation},
booktitle = {Advances in Neural Information Processing Systems 8, NIPS, Denver,
CO, USA, November 27-30, 1995},
pages = {959--965},
publisher = {{MIT} Press},
year = {1995},
url = {http://papers.nips.cc/paper/1081-using-the-future-to-sort-out-the-present-rankprop-and-multitask-learning-for-medical-risk-evaluation},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CaruanaBM95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cacm/MitchellCFMZ94,
author = {Tom M. Mitchell and
Rich Caruana and
Dayne Freitag and
John P. McDermott and
David Zabowski},
title = {Experience with a Learning Personal Assistant},
journal = {Commun. {ACM}},
volume = {37},
number = {7},
pages = {80--91},
year = {1994},
url = {https://doi.org/10.1145/176789.176798},
doi = {10.1145/176789.176798},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cacm/MitchellCFMZ94.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaF94,
author = {Rich Caruana and
Dayne Freitag},
editor = {William W. Cohen and
Haym Hirsh},
title = {Greedy Attribute Selection},
booktitle = {Machine Learning, Proceedings of the Eleventh International Conference,
Rutgers University, New Brunswick, NJ, USA, July 10-13, 1994},
pages = {28--36},
publisher = {Morgan Kaufmann},
year = {1994},
url = {https://doi.org/10.1016/b978-1-55860-335-6.50012-x},
doi = {10.1016/B978-1-55860-335-6.50012-X},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaF94.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Caruana94,
author = {Rich Caruana},
editor = {Gerald Tesauro and
David S. Touretzky and
Todd K. Leen},
title = {Learning Many Related Tasks at the Same Time with Backpropagation},
booktitle = {Advances in Neural Information Processing Systems 7, {[NIPS} Conference,
Denver, Colorado, USA, 1994]},
pages = {657--664},
publisher = {{MIT} Press},
year = {1994},
url = {http://papers.nips.cc/paper/959-learning-many-related-tasks-at-the-same-time-with-backpropagation},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Caruana94.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Caruana93,
author = {Rich Caruana},
editor = {Paul E. Utgoff},
title = {Multitask Learning: {A} Knowledge-Based Source of Inductive Bias},
booktitle = {Machine Learning, Proceedings of the Tenth International Conference,
University of Massachusetts, Amherst, MA, USA, June 27-29, 1993},
pages = {41--48},
publisher = {Morgan Kaufmann},
year = {1993},
url = {https://doi.org/10.1016/b978-1-55860-307-3.50012-5},
doi = {10.1016/B978-1-55860-307-3.50012-5},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/Caruana93.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icga/EshelmanCS89,
author = {Larry J. Eshelman and
Rich Caruana and
J. David Schaffer},
editor = {J. David Schaffer},
title = {Biases in the Crossover Landscape},
booktitle = {Proceedings of the 3rd International Conference on Genetic Algorithms,
George Mason University, Fairfax, Virginia, USA, June 1989},
pages = {10--19},
publisher = {Morgan Kaufmann},
year = {1989},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icga/EshelmanCS89.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icga/SchafferCED89,
author = {J. David Schaffer and
Rich Caruana and
Larry J. Eshelman and
Rajarshi Das},
editor = {J. David Schaffer},
title = {A Study of Control Parameters Affecting Online Performance of Genetic
Algorithms for Function Optimization},
booktitle = {Proceedings of the 3rd International Conference on Genetic Algorithms,
George Mason University, Fairfax, Virginia, USA, June 1989},
pages = {51--60},
publisher = {Morgan Kaufmann},
year = {1989},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icga/SchafferCED89.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaSE89,
author = {Rich Caruana and
J. David Schaffer and
Larry J. Eshelman},
editor = {Alberto Maria Segre},
title = {Using Multiple Representations to Improve Inductive Bias: Gray and
Binary Coding for Genetic Algorithms},
booktitle = {Proceedings of the Sixth International Workshop on Machine Learning
{(ML} 1989), Cornell University, Ithaca, New York, USA, June 26-27,
1989},
pages = {375--378},
publisher = {Morgan Kaufmann},
year = {1989},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaSE89.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/CaruanaES89,
author = {Rich Caruana and
Larry J. Eshelman and
J. David Schaffer},
editor = {N. S. Sridharan},
title = {Representation and Hidden Bias {II:} Eliminating Defining Length Bias
in Genetic Search via Shuffle Crossover},
booktitle = {Proceedings of the 11th International Joint Conference on Artificial
Intelligence. Detroit, MI, USA, August 1989},
pages = {750--755},
publisher = {Morgan Kaufmann},
year = {1989},
url = {http://ijcai.org/Proceedings/89-1/Papers/120.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcai/CaruanaES89.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/Caruana88,
author = {Rich Caruana},
title = {The automatic training of rule bases that use numerical uncertainty
representations},
journal = {Int. J. Approx. Reason.},
volume = {2},
number = {3},
pages = {330--331},
year = {1988},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijar/Caruana88.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CaruanaS88,
author = {Rich Caruana and
J. David Schaffer},
editor = {John E. Laird},
title = {Representation and Hidden Bias: Gray vs. Binary Coding for Genetic
Algorithms},
booktitle = {Machine Learning, Proceedings of the Fifth International Conference
on Machine Learning, Ann Arbor, Michigan, USA, June 12-14, 1988},
pages = {153--161},
publisher = {Morgan Kaufmann},
year = {1988},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/CaruanaS88.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/Caruana87,
author = {Rich Caruana},
editor = {Laveen N. Kanal and
Tod S. Levitt and
John F. Lemmer},
title = {The Automatic Training of Rule Bases that Use Numerical Uncertainty
Representations},
booktitle = {{UAI} '87: Proceedings of the Third Annual Conference on Uncertainty
in Artificial Intelligence, Seattle, WA, USA, July 10-12, 1987},
pages = {347--356},
publisher = {Elsevier},
year = {1987},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=1826\&proceeding\_id=1003},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/Caruana87.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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