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ORCIDBibTeX records: S. Sundararajan
@article{DBLP:journals/neco/WangTCLKMSL18,
author = {Chien{-}Chih Wang and
Kent Loong Tan and
Chun{-}Ting Chen and
Yu{-}Hsiang Lin and
S. Sathiya Keerthi and
Dhruv Mahajan and
S. Sundararajan and
Chih{-}Jen Lin},
title = {Distributed Newton Methods for Deep Neural Networks},
journal = {Neural Comput.},
volume = {30},
number = {6},
year = {2018},
url = {https://doi.org/10.1162/neco\_a\_01088},
doi = {10.1162/NECO\_A\_01088},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/WangTCLKMSL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/is/PintoGS18,
author = {Linu Pinto and
Sasi Gopalan and
S. Sundararajan},
editor = {Ricardo Jardim{-}Gon{\c{c}}alves and
Jo{\~{a}}o Pedro Mendon{\c{c}}a and
Vladimir Jotsov and
Maria Marques and
Jo{\~{a}}o Martins and
Robert E. Bierwolf},
title = {{VC} Dimension Based Fuzzy Sigmoid Neural Network {(VC-FSNN)}},
booktitle = {9th {IEEE} International Conference on Intelligent Systems, {IS} 2018,
Funchal, Madeira, Portugal, September 25-27, 2018},
pages = {318--323},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IS.2018.8710465},
doi = {10.1109/IS.2018.8710465},
timestamp = {Wed, 18 Nov 2020 08:45:01 +0100},
biburl = {https://dblp.org/rec/conf/is/PintoGS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-00130,
author = {Chien{-}Chih Wang and
Kent Loong Tan and
Chun{-}Ting Chen and
Yu{-}Hsiang Lin and
S. Sathiya Keerthi and
Dhruv Mahajan and
S. Sundararajan and
Chih{-}Jen Lin},
title = {Distributed Newton Methods for Deep Neural Networks},
journal = {CoRR},
volume = {abs/1802.00130},
year = {2018},
url = {http://arxiv.org/abs/1802.00130},
eprinttype = {arXiv},
eprint = {1802.00130},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-00130.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MahajanKS17,
author = {Dhruv Mahajan and
S. Sathiya Keerthi and
S. Sundararajan},
title = {A distributed block coordinate descent method for training l1 regularized
linear classifiers},
journal = {J. Mach. Learn. Res.},
volume = {18},
pages = {91:1--91:35},
year = {2017},
url = {https://jmlr.org/papers/v18/14-484.html},
timestamp = {Wed, 11 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MahajanKS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/KakkarSSG17,
author = {Vishal Kakkar and
Shirish K. Shevade and
S. Sundararajan and
Dinesh Garg},
editor = {Nitesh V. Chawla and
Wei Wang},
title = {A Sparse Nonlinear Classifier Design Using {AUC} Optimization},
booktitle = {Proceedings of the 2017 {SIAM} International Conference on Data Mining,
Houston, Texas, USA, April 27-29, 2017},
pages = {291--299},
publisher = {{SIAM}},
year = {2017},
url = {https://doi.org/10.1137/1.9781611974973.33},
doi = {10.1137/1.9781611974973.33},
timestamp = {Fri, 04 Oct 2019 16:19:51 +0200},
biburl = {https://dblp.org/rec/conf/sdm/KakkarSSG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KakkarSSG16,
author = {Vishal Kakkar and
Shirish K. Shevade and
S. Sundararajan and
Dinesh Garg},
title = {A Sparse Nonlinear Classifier Design Using {AUC} Optimization},
journal = {CoRR},
volume = {abs/1612.08633},
year = {2016},
url = {http://arxiv.org/abs/1612.08633},
eprinttype = {arXiv},
eprint = {1612.08633},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KakkarSSG16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/PSS15,
author = {Balamurugan Palaniappan and
Shirish K. Shevade and
S. Sundararajan},
title = {A Simple Label Switching Algorithm for Semisupervised Structural SVMs},
journal = {Neural Comput.},
volume = {27},
number = {10},
pages = {2183--2206},
year = {2015},
url = {https://doi.org/10.1162/NECO\_a\_00773},
doi = {10.1162/NECO\_A\_00773},
timestamp = {Mon, 23 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/PSS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KhandujaNSRSK15,
author = {Shwetabh Khanduja and
Vinod Nair and
S. Sundararajan and
Ameya Raul and
Ajesh Babu Shaj and
S. Sathiya Keerthi},
title = {Near Real-Time Service Monitoring Using High-Dimensional Time Series},
booktitle = {{IEEE} International Conference on Data Mining Workshop, {ICDMW} 2015,
Atlantic City, NJ, USA, November 14-17, 2015},
pages = {1624--1627},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICDMW.2015.254},
doi = {10.1109/ICDMW.2015.254},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/KhandujaNSRSK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKS14,
author = {Dhruv Mahajan and
S. Sathiya Keerthi and
S. Sundararajan},
title = {A Distributed Algorithm for Training Nonlinear Kernel Machines},
journal = {CoRR},
volume = {abs/1405.4543},
year = {2014},
url = {http://arxiv.org/abs/1405.4543},
eprinttype = {arXiv},
eprint = {1405.4543},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MahajanKS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKS14a,
author = {Dhruv Mahajan and
S. Sathiya Keerthi and
S. Sundararajan},
title = {A distributed block coordinate descent method for training {\textdollar}l{\_}1{\textdollar}
regularized linear classifiers},
journal = {CoRR},
volume = {abs/1405.4544},
year = {2014},
url = {http://arxiv.org/abs/1405.4544},
eprinttype = {arXiv},
eprint = {1405.4544},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MahajanKS14a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SrijithSS13,
author = {P. K. Srijith and
Shirish K. Shevade and
S. Sundararajan},
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Semi-supervised Gaussian Process Ordinal Regression},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {8190},
pages = {144--159},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40994-3\_10},
doi = {10.1007/978-3-642-40994-3\_10},
timestamp = {Tue, 21 Mar 2023 21:00:11 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/SrijithSS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ChangSK13,
author = {Kai{-}Wei Chang and
S. Sundararajan and
S. Sathiya Keerthi},
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Tractable Semi-supervised Learning of Complex Structured Prediction
Models},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {8190},
pages = {176--191},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40994-3\_12},
doi = {10.1007/978-3-642-40994-3\_12},
timestamp = {Sun, 23 Dec 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/ChangSK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKSB13,
author = {Dhruv Mahajan and
S. Sathiya Keerthi and
S. Sundararajan and
L{\'{e}}on Bottou},
title = {A Functional Approximation Based Distributed Learning Algorithm},
journal = {CoRR},
volume = {abs/1310.8418},
year = {2013},
url = {http://arxiv.org/abs/1310.8418},
eprinttype = {arXiv},
eprint = {1310.8418},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MahajanKSB13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKSB13a,
author = {Dhruv Mahajan and
S. Sathiya Keerthi and
S. Sundararajan and
L{\'{e}}on Bottou},
title = {A Parallel {SGD} method with Strong Convergence},
journal = {CoRR},
volume = {abs/1311.0636},
year = {2013},
url = {http://arxiv.org/abs/1311.0636},
eprinttype = {arXiv},
eprint = {1311.0636},
timestamp = {Mon, 28 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MahajanKSB13a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PSSK13,
author = {Balamurugan Palaniappan and
Shirish K. Shevade and
S. Sundararajan and
S. Sathiya Keerthi},
title = {An Empirical Evaluation of Sequence-Tagging Trainers},
journal = {CoRR},
volume = {abs/1311.2378},
year = {2013},
url = {http://arxiv.org/abs/1311.2378},
eprinttype = {arXiv},
eprint = {1311.2378},
timestamp = {Mon, 23 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PSSK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ausai/SrijithSS12,
author = {P. K. Srijith and
Shirish K. Shevade and
S. Sundararajan},
editor = {Michael Thielscher and
Dongmo Zhang},
title = {A Probabilistic Least Squares Approach to Ordinal Regression},
booktitle = {{AI} 2012: Advances in Artificial Intelligence - 25th Australasian
Joint Conference, Sydney, Australia, December 4-7, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7691},
pages = {683--694},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35101-3\_58},
doi = {10.1007/978-3-642-35101-3\_58},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ausai/SrijithSS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/SrijithSS12,
author = {P. K. Srijith and
Shirish K. Shevade and
S. Sundararajan},
editor = {Tingwen Huang and
Zhigang Zeng and
Chuandong Li and
Chi{-}Sing Leung},
title = {Validation Based Sparse Gaussian Processes for Ordinal Regression},
booktitle = {Neural Information Processing - 19th International Conference, {ICONIP}
2012, Doha, Qatar, November 12-15, 2012, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7664},
pages = {409--416},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-34481-7\_50},
doi = {10.1007/978-3-642-34481-7\_50},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iconip/SrijithSS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/GargBSS12,
author = {Dinesh Garg and
Sourangshu Bhattacharya and
S. Sundararajan and
Shirish K. Shevade},
editor = {Nando de Freitas and
Kevin P. Murphy},
title = {Mechanism Design for Cost Optimal {PAC} Learning in the Presence of
Strategic Noisy Annotators},
booktitle = {Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial
Intelligence, Catalina Island, CA, USA, August 14-18, 2012},
pages = {275--285},
publisher = {{AUAI} Press},
year = {2012},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2290\&\#38;proceeding\_id=28},
timestamp = {Mon, 23 Nov 2020 08:36:48 +0100},
biburl = {https://dblp.org/rec/conf/uai/GargBSS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1210-4859,
author = {Dinesh Garg and
Sourangshu Bhattacharya and
S. Sundararajan and
Shirish K. Shevade},
title = {Mechanism Design for Cost Optimal {PAC} Learning in the Presence of
Strategic Noisy Annotators},
journal = {CoRR},
volume = {abs/1210.4859},
year = {2012},
url = {http://arxiv.org/abs/1210.4859},
eprinttype = {arXiv},
eprint = {1210.4859},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1210-4859.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ShevadePSK11,
author = {Shirish K. Shevade and
Balamurugan Palaniappan and
S. Sundararajan and
S. Sathiya Keerthi},
title = {A Sequential Dual Method for Structural SVMs},
booktitle = {Proceedings of the Eleventh {SIAM} International Conference on Data
Mining, {SDM} 2011, April 28-30, 2011, Mesa, Arizona, {USA}},
pages = {223--234},
publisher = {{SIAM} / Omnipress},
year = {2011},
url = {https://doi.org/10.1137/1.9781611972818.20},
doi = {10.1137/1.9781611972818.20},
timestamp = {Mon, 23 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/ShevadePSK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ShevadeS09,
author = {Shirish K. Shevade and
S. Sundararajan},
title = {Validation-Based Sparse Gaussian Process Classifier Design},
journal = {Neural Comput.},
volume = {21},
number = {7},
pages = {2082--2103},
year = {2009},
url = {https://doi.org/10.1162/neco.2009.03-08-724},
doi = {10.1162/NECO.2009.03-08-724},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/ShevadeS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/GargS09,
author = {Priyanka Garg and
S. Sundararajan},
editor = {David Wai{-}Lok Cheung and
Il{-}Yeol Song and
Wesley W. Chu and
Xiaohua Hu and
Jimmy Lin},
title = {Active learning in partially supervised classification},
booktitle = {Proceedings of the 18th {ACM} Conference on Information and Knowledge
Management, {CIKM} 2009, Hong Kong, China, November 2-6, 2009},
pages = {1783--1786},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1645953.1646229},
doi = {10.1145/1645953.1646229},
timestamp = {Fri, 27 Aug 2021 11:13:00 +0200},
biburl = {https://dblp.org/rec/conf/cikm/GargS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/PatelSS09,
author = {Amrish Patel and
S. Sundararajan and
Shirish K. Shevade},
editor = {Craig Boutilier},
title = {Semi-Supervised Classification Using Sparse Gaussian Process Regression},
booktitle = {{IJCAI} 2009, Proceedings of the 21st International Joint Conference
on Artificial Intelligence, Pasadena, California, USA, July 11-17,
2009},
pages = {1193--1198},
year = {2009},
url = {http://ijcai.org/Proceedings/09/Papers/201.pdf},
timestamp = {Tue, 20 Aug 2019 16:16:40 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/PatelSS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HsiehCLKS08,
author = {Cho{-}Jui Hsieh and
Kai{-}Wei Chang and
Chih{-}Jen Lin and
S. Sathiya Keerthi and
S. Sundararajan},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {A dual coordinate descent method for large-scale linear {SVM}},
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 = {408--415},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390208},
doi = {10.1145/1390156.1390208},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/HsiehCLKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KeerthiSCHL08,
author = {S. Sathiya Keerthi and
S. Sundararajan and
Kai{-}Wei Chang and
Cho{-}Jui Hsieh and
Chih{-}Jen Lin},
editor = {Ying Li and
Bing Liu and
Sunita Sarawagi},
title = {A sequential dual method for large scale multi-class linear svms},
booktitle = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
24-27, 2008},
pages = {408--416},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1401890.1401942},
doi = {10.1145/1401890.1401942},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/KeerthiSCHL08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SundararajanSK07,
author = {S. Sundararajan and
Shirish K. Shevade and
S. Sathiya Keerthi},
title = {Fast Generalized Cross-Validation Algorithm for Sparse Model Learning},
journal = {Neural Comput.},
volume = {19},
number = {1},
pages = {283--301},
year = {2007},
url = {https://doi.org/10.1162/neco.2007.19.1.283},
doi = {10.1162/NECO.2007.19.1.283},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/SundararajanSK07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/ShevadeSK04,
author = {Shirish K. Shevade and
S. Sundararajan and
S. Sathiya Keerthi},
editor = {Nikhil R. Pal and
Nikola K. Kasabov and
Rajani K. Mudi and
Srimanta Pal and
Swapan K. Parui},
title = {Predictive Approaches for Sparse Model Learning},
booktitle = {Neural Information Processing, 11th International Conference, {ICONIP}
2004, Calcutta, India, November 22-25, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3316},
pages = {434--439},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30499-9\_66},
doi = {10.1007/978-3-540-30499-9\_66},
timestamp = {Thu, 04 Jun 2020 19:07:58 +0200},
biburl = {https://dblp.org/rec/conf/iconip/ShevadeSK04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SundararajanK01,
author = {S. Sundararajan and
S. Sathiya Keerthi},
title = {Predictive Approaches for Choosing Hyperparameters in Gaussian Processes},
journal = {Neural Comput.},
volume = {13},
number = {5},
pages = {1103--1118},
year = {2001},
url = {https://doi.org/10.1162/08997660151134343},
doi = {10.1162/08997660151134343},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/SundararajanK01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SundararajanK99,
author = {S. Sundararajan and
S. Sathiya Keerthi},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Predictive App roaches for Choosing Hyperparameters in Gaussian Processes},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {631--637},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1767-predictive-app-roaches-for-choosing-hyperparameters-in-gaussian-processes},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SundararajanK99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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