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ORCIDBradley A. Malin
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- affiliation: Vanderbilt University, School of Medicine, Nashville, TN, USA
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2020 – today
- 2025
[j92]Katherine E. Brown
, Chao Yan, Zhuohang Li, Xinmeng Zhang, Benjamin X. Collins, You Chen, Ellen Wright Clayton, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin:
Large language models are less effective at clinical prediction tasks than locally trained machine learning models. J. Am. Medical Informatics Assoc. 32(5): 811-822 (2025)- [j91]Chao Yan, Monika E. Grabowska, Rut Thakkar, Alyson L. Dickson, Peter J. Embí, QiPing Feng, Joshua C. Denny, Vern Eric Kerchberger, Bradley A. Malin, Wei-Qi Wei:
Beyond Phecodes: leveraging PheMAP to identify patients lacking diagnosis codes in electronic health records. J. Am. Medical Informatics Assoc. 32(6): 1007-1014 (2025) - [j90]Brandon Theodorou, Benjamin P. Danek, Venkat Tummala, Shivam Pankaj Kumar, Bradley A. Malin, Jimeng Sun:
Improving medical machine learning models with generative balancing for equity and excellence. npj Digit. Medicine 8(1) (2025) - [c113]Congning Ni, Qingxia Chen, Lijun Song, Patricia Commiskey, Qingyuan Song, Bradley A. Malin, Zhijun Yin:
Catalysts of Conversation: Examining Interaction Dynamics Between Topic Initiators and Commentors in Alzheimer's Disease Online Communities. WWW 2025: 4913-4924 - [i49]Xiaoge Zhang, Tao Wang, Chao Yan, Fedaa Najdawi, Kai Zhou, Yuan Ma, Yiu-ming Cheung, Bradley A. Malin:
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images. CoRR abs/2501.00053 (2025) - [i48]Yanfan Zhu, Isaac Lyngaas, Muralikrishnan Gopalakrishnan Meena, Mary Ellen Koran, Bradley A. Malin, Daniel Moyer, Shunxing Bao, Anuj J. Kapadia, Xiao Wang, Bennett A. Landman, Yuankai Huo:
Scale-up Unlearnable Examples Learning with High-Performance Computing. CoRR abs/2501.06080 (2025) - [i47]Wendi Cui, Jiaxin Zhang, Zhuohang Li, Hao Sun, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
Automatic Prompt Optimization via Heuristic Search: A Survey. CoRR abs/2502.18746 (2025) - [i46]Zhuohang Li, Chao Yan, Nicholas J. Jackson, Wendi Cui, Bo Li, Jiaxin Zhang, Bradley A. Malin:
Towards Statistical Factuality Guarantee for Large Vision-Language Models. CoRR abs/2502.20560 (2025) - [i45]Lisa Pilgram, Fida K. Dankar, Jörg Drechsler, Mark Elliot, Josep Domingo-Ferrer, Paul Francis, Murat Kantarcioglu, Linglong Kong, Bradley A. Malin, Krishnamurty Muralidhar, Puja Myles, Fabian Prasser, Jean Louis Raisaro, Chao Yan, Khaled El Emam:
A Consensus Privacy Metrics Framework for Synthetic Data. CoRR abs/2503.04980 (2025) - [i44]Jiaxin Zhang, Zhuohang Li, Wendi Cui, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
SCE: Scalable Consistency Ensembles Make Blackbox Large Language Model Generation More Reliable. CoRR abs/2503.10881 (2025) - [i43]Martin C. Were, Ang Li, Bradley A. Malin, Zhijun Yin, Joseph R. Coco, Benjamin X. Collins, Ellen Wright Clayton, Laurie L. Novak, Rachele Hendricks-Sturrup, Abiodun Oluyomi, Shilo Anders, Chao Yan:
Role and Use of Race in AI/ML Models Related to Health. CoRR abs/2504.00899 (2025) - 2024
- [j89]Jiayi Tong, Yishan Shen, Alice Xu, Xing He, Chongliang Luo, Mackenzie J. Edmondson, Dazheng Zhang, Yiwen Lu, Chao Yan, Ruowang Li, Lianne Siegel, Lichao Sun, Elizabeth A. Shenkman, Sally C. Morton, Bradley A. Malin, Jiang Bian, David A. Asch, Yong Chen:
Evaluating site-of-care-related racial disparities in kidney graft failure using a novel federated learning framework. J. Am. Medical Informatics Assoc. 31(6): 1303-1312 (2024) - [j88]Chao Yan, Henry H. Ong, Monika E. Grabowska, Matthew S. Krantz, Wu-Chen Su, Alyson L. Dickson, Josh F. Peterson, QiPing Feng, Dan M. Roden, C. Michael Stein, Vern Eric Kerchberger, Bradley A. Malin, Wei-Qi Wei:
Large language models facilitate the generation of electronic health record phenotyping algorithms. J. Am. Medical Informatics Assoc. 31(9): 1994-2001 (2024) - [j87]Gongbo Zhang, Qiao Jin, Denis Jered McInerney, Yong Chen, Fei Wang, Curtis L. Cole, Qian Yang, Yanshan Wang, Bradley A. Malin, Mor Peleg, Byron C. Wallace, Zhiyong Lu, Chunhua Weng, Yifan Peng:
Leveraging generative AI for clinical evidence synthesis needs to ensure trustworthiness. J. Biomed. Informatics 153: 104640 (2024) - [j86]Chao Yan, Monika E. Grabowska, Alyson L. Dickson, Bingshan Li, Zhexing Wen, Dan M. Roden, C. Michael Stein, Peter J. Embí, Josh F. Peterson, QiPing Feng, Bradley A. Malin, Wei-Qi Wei:
Leveraging generative AI to prioritize drug repurposing candidates for Alzheimer's disease with real-world clinical validation. npj Digit. Medicine 7(1) (2024) - [c112]Zhuohang Li, Andrew Lowy, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Bradley A. Malin, Ye Wang:
Analyzing Inference Privacy Risks Through Gradients In Machine Learning. CCS 2024: 3466-3480 - [c111]Wendi Cui, Zhuohang Li, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan, Jiaxin Zhang:
Divide-Conquer-Reasoning for Consistency Evaluation and Automatic Improvement of Large Language Models. EMNLP (Industry Track) 2024: 334-361 - [c110]Zhuohang Li, Jiaxin Zhang, Chao Yan, Kamalika Das, Kumar Sricharan, Murat Kantarcioglu, Bradley A. Malin:
Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation. EMNLP 2024: 6130-6151 - [c109]Huan He, William Hao, Yuanzhe Xi, Yong Chen, Bradley A. Malin, Joyce C. Ho:
A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality. ICLR 2024 - [c108]James Thomas Brown, Ellen Wright Clayton, Michael E. Matheny, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin:
Robin Hood: A De-identification Method to Preserve Minority Representation for Disparities Research. PSD 2024: 67-83 - [i42]Wendi Cui, Jiaxin Zhang, Zhuohang Li, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models. CoRR abs/2401.02132 (2024) - [i41]Wendi Cui, Jiaxin Zhang, Zhuohang Li, Hao Sun, Damien Lopez, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models. CoRR abs/2402.11347 (2024) - [i40]Tao Zhang, Rajagopal Venkatesaramani, Rajat K. De, Bradley A. Malin, Yevgeniy Vorobeychik:
A Game-Theoretic Approach to Privacy-Utility Tradeoff in Sharing Genomic Summary Statistics. CoRR abs/2406.01811 (2024) - [i39]Victor A. Borza, Andrew Estornell, Chien-Ju Ho, Bradley A. Malin, Yevgeniy Vorobeychik:
Dataset Representativeness and Downstream Task Fairness. CoRR abs/2407.00170 (2024) - [i38]Victor A. Borza, Andrew Estornell, Ellen Wright Clayton, Chien-Ju Ho, Russell Rothman, Yevgeniy Vorobeychik, Bradley A. Malin:
Adaptive Recruitment Resource Allocation to Improve Cohort Representativeness in Participatory Biomedical Datasets. CoRR abs/2408.01375 (2024) - [i37]Tao Zhang, Bradley A. Malin, Netanel Raviv, Yevgeniy Vorobeychik:
Confounding Privacy and Inverse Composition. CoRR abs/2408.12010 (2024) - [i36]Zhuohang Li, Andrew Lowy, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Bradley A. Malin, Ye Wang:
Analyzing Inference Privacy Risks Through Gradients in Machine Learning. CoRR abs/2408.16913 (2024) - [i35]Zhuohang Li, Andrew Lowy, Jing Liu, Toshiaki Koike-Akino, Bradley A. Malin, Kieran Parsons, Ye Wang:
Exploring User-level Gradient Inversion with a Diffusion Prior. CoRR abs/2409.07291 (2024) - [i34]Tao Zhang, Rajagopal Venkatesaramani, Rajat K. De, Bradley A. Malin, Yevgeniy Vorobeychik:
Bayes-Nash Generative Privacy Protection Against Membership Inference Attacks. CoRR abs/2410.07414 (2024) - [i33]Zhuohang Li, Jiaxin Zhang, Chao Yan, Kamalika Das, Kumar Sricharan, Murat Kantarcioglu, Bradley A. Malin:
Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation. CoRR abs/2410.08320 (2024) - [i32]Betina Idnay, Zihan Xu, William G. Adams, Mohammad Adibuzzaman, Nicholas R. Anderson, Neil Bahroos, Douglas S. Bell, Cody Bumgardner, Thomas R. Campion Jr., Victor M. Castro, James J. Cimino, I. Glenn Cohen, David A. Dorr, Peter L. Elkin, Jungwei W. Fan, Todd Ferris, David J. Foran, David A. Hanauer, Mike Hogarth, Kun Huang, Jayashree Kalpathy-Cramer, Manoj Kandpal, Niranjan S. Karnik, Avnish Katoch, Albert M. Lai, Christophe G. Lambert, Lang Li, Christopher Lindsell, Jinze Liu, Zhiyong Lu, Yuan Luo, Peter McGarvey, Eneida A. Mendonça, Parsa Mirhaji, Shawn N. Murphy, John D. Osborne, Ioannis Ch. Paschalidis, Paul A. Harris, Fred W. Prior, Nicholas J. Shaheen, Nawar Shara, Ida Sim, Umberto Tachinardi, Lemuel R. Waitman, Rosalind J. Wright, Adrian H. Zai, Kai Zheng, Sandra Soo-Jin Lee, Bradley A. Malin, Karthik Natarajan, W. Nicholson Price, Rui Zhang, Yiye Zhang, Hua Xu, Jiang Bian, Chunhua Weng, Yifan Peng:
Environment Scan of Generative AI Infrastructure for Clinical and Translational Science. CoRR abs/2410.12793 (2024) - [i31]Congning Ni, Qingxia Chen, Lijun Song, Patricia Commiskey, Qingyuan Song, Bradley A. Malin, Zhijun Yin:
Catalysts of Conversation: Examining Interaction Dynamics Between Topic Initiators and Commentors in Alzheimer's Disease Online Communities. CoRR abs/2412.13388 (2024) - 2023
- [j85]Weiyi Xia, Melissa A. Basford, Robert J. Carroll, Ellen Wright Clayton, Paul A. Harris, Murat Kantarcioglu, Yongtai Liu, Steve Nyemba, Yevgeniy Vorobeychik, Zhiyu Wan, Bradley A. Malin:
Managing re-identification risks while providing access to the All of Us research program. J. Am. Medical Informatics Assoc. 30(5): 907-914 (2023) - [j84]Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin, Yevgeniy Vorobeychik:
Defending Against Membership Inference Attacks on Beacon Services. ACM Trans. Priv. Secur. 26(3): 42:1-42:32 (2023) - [c107]Jiaxin Zhang, Zhuohang Li, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
SAC³: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency. EMNLP (Findings) 2023: 15445-15458 - [i30]Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin, Yevgeniy Vorobeychik:
Enabling Trade-offs in Privacy and Utility in Genomic Data Beacons and Summary Statistics. CoRR abs/2302.01763 (2023) - [i29]Zhuohang Li, Chao Yan, Xinmeng Zhang, Gharib Gharibi, Zhijun Yin, Xiaoqian Jiang, Bradley A. Malin:
Split Learning for Distributed Collaborative Training of Deep Learning Models in Health Informatics. CoRR abs/2308.11027 (2023) - [i28]Zhijun Yin, Lauren Stratton, Qingyuan Song, Congning Ni, Lijun Song, Patricia A. Commiskey, Qingxia Chen, Mónica Moreno, Sam Fazio, Bradley A. Malin:
Learning From Peers: A Survey of Perception and Utilization of Online Peer Support Among Informal Dementia Caregivers. CoRR abs/2309.00154 (2023) - [i27]Jiaxin Zhang, Zhuohang Li, Kamalika Das, Bradley A. Malin, Kumar Sricharan:
SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency. CoRR abs/2311.01740 (2023) - [i26]Gongbo Zhang, Qiao Jin, Denis Jered McInerney, Yong Chen, Fei Wang, Curtis L. Cole, Qian Yang, Yanshan Wang, Bradley A. Malin, Mor Peleg, Byron C. Wallace, Zhiyong Lu, Chunhua Weng, Yifan Peng:
Leveraging Generative AI for Clinical Evidence Summarization Needs to Achieve Trustworthiness. CoRR abs/2311.11211 (2023) - 2022
- [j83]J. Thomas Brown, Chao Yan, Weiyi Xia, Zhijun Yin, Zhiyu Wan, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin:
Dynamically adjusting case reporting policy to maximize privacy and public health utility in the face of a pandemic. J. Am. Medical Informatics Assoc. 29(5): 853-863 (2022) - [j82]Ziqi Zhang, Chao Yan, Xinmeng Zhang, Steve Nyemba, Bradley A. Malin:
Forecasting the future clinical events of a patient through contrastive learning. J. Am. Medical Informatics Assoc. 29(9): 1584-1592 (2022) - [j81]Ziqi Zhang, Chao Yan, Bradley A. Malin:
Keeping synthetic patients on track: feedback mechanisms to mitigate performance drift in longitudinal health data simulation. J. Am. Medical Informatics Assoc. 29(11): 1890-1898 (2022) - [j80]Ellen Wright Clayton, Peter J. Embí, Bradley A. Malin:
Dobbs and the future of health data privacy for patients and healthcare organizations. J. Am. Medical Informatics Assoc. 30(1): 155-160 (2022) - [j79]Ziqi Zhang, Chao Yan, Bradley A. Malin:
Membership inference attacks against synthetic health data. J. Biomed. Informatics 125: 103977 (2022) - [c106]Chao Yan, Yao Yan, Ziqi Zhang, Zhiyu Wan, Justin Guinney, Sean D. Mooney, Bradley A. Malin:
Assessing Machine Learning Based Generators for Synthetic Electronic Health Records: A Benchmarking. AMIA 2022 - [c105]Victor A. Borza, Ellen Wright Clayton, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin:
A Representativeness-informed Model for Research Record Selection from Electronic Medical Record Systems. AMIA 2022 - [c104]James Thomas Brown, Zhiyu Wan, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin:
Supporting COVID-19 Disparity Investigations with Dynamically Adjusting Case Reporting Policies. AMIA 2022 - [c103]Gamze Gürsoy, Bradley A. Malin, Erman Ayday, Ellen Wright Clayton:
How to Achieve Privacy in Large Diverse Health Systems. AMIA 2022 - [c102]Weiyi Xia, Yongtai Liu, Zhiyu Wan, Yevgeniy Vorobeychik, Murat Kantarcioglu, Ellen Wright Clayton, Bradley A. Malin:
A Scalable Tool for Realistic Health Data Re-identification Risk Assessment. AMIA 2022 - [c101]Abinitha Gourabathina, Zhiyu Wan, J. Thomas Brown, Chao Yan, Bradley A. Malin:
Privacy-Preserving Publishing of Individual-Level Pandemic Data Based on a Game Theoretic Model. BIBM 2022: 961-968 - [c100]Aref Asvadishirehjini, Murat Kantarcioglu, Bradley A. Malin:
GINN: Fast GPU-TEE Based Integrity for Neural Network Training. CODASPY 2022: 4-15 - [c99]Congning Ni, Bradley A. Malin, Lijun Song, Angela L. Jefferson, Patricia Commiskey, Zhijun Yin:
"Rough Day ... Need a Hug": Learning Challenges and Experiences of the Alzheimer's Disease and Related Dementia Caregivers on Reddit. ICWSM 2022: 711-722 - [c98]Xinmeng Zhang, Zhiyu Wan, Chao Yan, J. Thomas Brown, Weiyi Xia, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin:
How Adversarial Assumptions Influence Re-identification Risk Measures: A COVID-19 Case Study. PSD 2022: 361-374 - [i25]Steve Nyemba, Chao Yan, Ziqi Zhang, Amol Rajmane, Pablo Meyer, Prithwish Chakraborty, Bradley A. Malin:
Distillation to Enhance the Portability of Risk Models Across Institutions with Large Patient Claims Database. CoRR abs/2207.02445 (2022) - [i24]Chao Yan, Yao Yan, Zhiyu Wan, Ziqi Zhang, Larsson Omberg, Justin Guinney, Sean D. Mooney, Bradley A. Malin:
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models. CoRR abs/2208.01230 (2022) - [i23]Chris Clifton, Bradley A. Malin, Anna Oganian, Ramesh Raskar, Vivek Sharma:
A Roadmap for Greater Public Use of Privacy-Sensitive Government Data: Workshop Report. CoRR abs/2208.01636 (2022) - [i22]Daniela A. Wiepert, Bradley A. Malin, Joseph R. Duffy, Rene L. Utianski, John L. Stricker, David T. Jones, Hugo Botha:
Risk of re-identification for shared clinical speech recordings. CoRR abs/2210.09975 (2022) - 2021
- [j78]Eugene Jeong, Sarah Osmundson, Cheng Gao, Digna Velez Edwards, Bradley A. Malin, You Chen:
Learning the impact of acute and chronic diseases on forecasting neonatal encephalopathy. Comput. Methods Programs Biomed. 211: 106397 (2021) - [j77]Ziqi Zhang, Chao Yan, Thomas A. Lasko, Jimeng Sun, Bradley A. Malin:
SynTEG: a framework for temporal structured electronic health data simulation. J. Am. Medical Informatics Assoc. 28(3): 596-604 (2021) - [j76]Bob Chen, Wael Alrifai, Cheng Gao, Barrett Jones, Laurie L. Novak, Nancy M. Lorenzi, Daniel J. France, Bradley A. Malin, You Chen:
Mining tasks and task characteristics from electronic health record audit logs with unsupervised machine learning. J. Am. Medical Informatics Assoc. 28(6): 1168-1177 (2021) - [j75]Chao Yan, Cheng Gao, Ziqi Zhang, Wencong Chen, Bradley A. Malin, Eugene Wesley Ely, Mayur B. Patel, You Chen:
Predicting brain function status changes in critically ill patients via Machine learning. J. Am. Medical Informatics Assoc. 28(11): 2412-2422 (2021) - [j74]Xinmeng Zhang, Chao Yan, Bradley A. Malin, Mayur B. Patel, You Chen:
Predicting next-day discharge via electronic health record access logs. J. Am. Medical Informatics Assoc. 28(12): 2670-2680 (2021) - [j73]Cheng Ye, Bradley A. Malin, Daniel Fabbri:
Leveraging medical context to recommend semantically similar terms for chart reviews. BMC Medical Informatics Decis. Mak. 21(1): 353 (2021) - [j72]Karthik Murugadoss, Ajit Rajasekharan, Bradley A. Malin, Vineet Agarwal, Sairam Bade, Jeff R. Anderson, Jason L. Ross, William A. Faubion Jr., John D. Halamka, Venky Soundararajan, Sankar Ardhanari:
Building a best-in-class automated de-identification tool for electronic health records through ensemble learning. Patterns 2(6): 100255 (2021) - [j71]Nitish M. Uplavikar, Bradley A. Malin, Wei Jiang:
Lucene-P$^2$2: A Distributed Platform for Privacy-Preserving Text-Based Search. IEEE Trans. Dependable Secur. Comput. 18(6): 2801-2819 (2021) - [c97]Chao Yan, Steve Nyemba, Kelsey R. Mayo, Ziqi Zhang, Francis Ratsimbazafy, Bradley A. Malin:
Synthetic Data to Support Engineering and Demonstrations in the All of Us Research Program. AMIA 2021 - [c96]Cheng Gao, Bradley A. Malin, You Chen:
Telehealth Uptake and Continuing Usage During the COVID-19 Pandemic. AMIA 2021 - [c95]Yongtai Liu, Douglas Conway, Zhiyu Wan, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin:
De-identifying Socioeconomic Data at the Census Tract Level for Medical Research Through Constraint-based Clustering. AMIA 2021 - [c94]Xinmeng Zhang, Chao Yan, Mayur B. Patel, Bradley A. Malin, You Chen:
Predicting Next-Day Discharge via Electronic Health Record Audit Logs. AMIA 2021 - [c93]Ziqi Zhang, Chao Yan, Xinmeng Zhang, Steve Nyemba, Bradley A. Malin:
CCF-CL: Forecasting the Clinical Status of a Patient Through Contrastive Learning. AMIA 2021 - [c92]You Chen, Mhd Wael Alrifai, Yang Gong, Rhodes Evan, Jason Slagle, Bradley A. Malin, Daniel J. France:
Perioperative Care Structures and Non-Routine Events: Network Analysis. MedInfo 2021: 359-363 - [c91]Cheng Gao, Sarah Osmundson, Bradley A. Malin, You Chen:
Telehealth Use in the COVID-19 Pandemic: A Retrospective Study of Prenatal Care. MedInfo 2021: 503-507 - [c90]Cheng Gao, Bradley A. Malin, You Chen:
Telehealth Uptake into Primary Care During the COVID-19 Pandemic. MedInfo 2021: 1032-1033 - [c89]Siddharth Biswal, Soumya Ghosh, Jon Duke, Bradley A. Malin, Walter F. Stewart, Cao Xiao, Jimeng Sun:
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. MLHC 2021: 260-282 - [d1]Rajagopal Venkatesaramani, Bradley A. Malin, Yevgeniy Vorobeychik:
Re-identification of Individuals in Genomic Datasets Using Public Face Images. Zenodo, 2021
- [i21]Rajagopal Venkatesaramani, Bradley A. Malin, Yevgeniy Vorobeychik:
Re-identification of Individuals in Genomic Datasets Using Public Face Images. CoRR abs/2102.08557 (2021) - [i20]Prithwish Chakraborty, James V. Codella, Piyush Madan, Ying Li, Hu Huang, Yoonyoung Park, Chao Yan, Ziqi Zhang, Cheng Gao, Steve Nyemba, Xu Min, Sanjib Basak, Mohamed F. Ghalwash, Zach Shahn, Parthasarathy Suryanarayanan, Italo Buleje, Shannon Harrer, Sarah Miller, Amol Rajmane, Colin Walsh, Jonathan Wanderer, Gigi Y. Yuen-Reed, Kenney Ng, Daby Sow, Bradley A. Malin:
Blending Knowledge in Deep Recurrent Networks for Adverse Event Prediction at Hospital Discharge. CoRR abs/2104.04377 (2021) - [i19]J. Thomas Brown, Chao Yan, Weiyi Xia, Zhijun Yin, Zhiyu Wan, Aris Gkoulalas-Divanis, Murat Kantarcioglu, Bradley A. Malin:
Dynamically Adjusting Case-Reporting Policy to Maximize Privacy and Utility in the Face of a Pandemic. CoRR abs/2106.14649 (2021) - [i18]Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin, Yevgeniy Vorobeychik:
Defending Against Membership Inference Attacks on Beacon Services. CoRR abs/2112.13301 (2021) - 2020
- [j70]Ziqi Zhang, Chao Yan, Diego A. Mesa, Jimeng Sun, Bradley A. Malin:
Ensuring electronic medical record simulation through better training, modeling, and evaluation. J. Am. Medical Informatics Assoc. 27(1): 99-108 (2020) - [j69]David S. Carrell, Bradley A. Malin, David J. Cronkite, John S. Aberdeen, Cheryl Clark, Muqun (Rachel) Li, Dikshya Bastakoty, Steve Nyemba, Lynette Hirschman:
Resilience of clinical text de-identified with "hiding in plain sight" to hostile reidentification attacks by human readers. J. Am. Medical Informatics Assoc. 27(9): 1374-1382 (2020) - [j68]Jean Louis Raisaro, Francesco Marino, Juan Ramón Troncoso-Pastoriza, Raphaelle Beau-Lejdstrom, Riccardo Bellazzi, Robert Murphy, Elmer V. Bernstam, Henry Wang, Mauro Bucalo, Yong Chen, Assaf Gottlieb, Arif Ozgun Harmanci, Miran Kim, Yejin Kim, Jeffrey G. Klann, Catherine Klersy, Bradley A. Malin, Marie Méan, Fabian Prasser, Luigia Scudeller, Ali Torkamani, Julien Vaucher, Mamta Puppala, Stephen T. C. Wong, Milana Frenkel-Morgenstern, Hua Xu, Baba Maiyaki Musa, Abdulrazaq G. Habib, Trevor Cohen, Adam B. Wilcox, Hamisu M. Salihu, Heidi Sofia, Xiaoqian Jiang, Jean-Pierre Hubaux:
SCOR: A secure international informatics infrastructure to investigate COVID-19. J. Am. Medical Informatics Assoc. 27(11): 1721-1726 (2020) - [j67]Xinmeng Zhang, Chao Yan, Cheng Gao, Bradley A. Malin, You Chen:
Predicting Missing Values in Medical Data Via XGBoost Regression. J. Heal. Informatics Res. 4(4): 383-394 (2020) - [c88]Chao Yan, Ziqi Zhang, Steve Nyemba, Bradley A. Malin:
Generating Electronic Health Records with Multiple Data Types and Constraints. AMIA 2020 - [c87]Barrett Jones, Xinmeng Zhang, Bradley A. Malin, You Chen:
Learning Tasks of Pediatric Providers from Electronic Health Record Audit Logs. AMIA 2020 - [c86]Stéphane M. Meystre, Jonathan C. Silverstein, Guergana Savova, Valentina Petkov, Bradley A. Malin:
De-Identification of Clinical Text: Stakeholders' Perspectives and Acceptance of Automatic De-Identification. AMIA 2020 - [c85]Chao Yan, Haifeng Xu, Yevgeniy Vorobeychik, Bo Li, Daniel Fabbri, Bradley A. Malin:
To Warn or Not to Warn: Online Signaling in Audit Games. ICDE 2020: 481-492 - [c84]Aref Asvadishirehjini, Murat Kantarcioglu, Bradley A. Malin:
A Framework for Privacy-Preserving Genomic Data Analysis Using Trusted Execution Environments. TPS-ISA 2020: 138-147 - [i17]Mustafa Safa Özdayi, Murat Kantarcioglu, Bradley A. Malin:
Leveraging Blockchain for Immutable Logging and Querying Across Multiple Sites. CoRR abs/2001.08529 (2020) - [i16]Chao Yan, Ziqi Zhang, Steve Nyemba, Bradley A. Malin:
Generating Electronic Health Records with Multiple Data Types and Constraints. CoRR abs/2003.07904 (2020) - [i15]Aref Asvadishirehjini, Murat Kantarcioglu, Bradley A. Malin:
GOAT: GPU Outsourcing of Deep Learning Training With Asynchronous Probabilistic Integrity Verification Inside Trusted Execution Environment. CoRR abs/2010.08855 (2020) - [i14]Siddharth Biswal, Soumya Ghosh, Jon Duke, Bradley A. Malin, Walter F. Stewart, Jimeng Sun:
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. CoRR abs/2012.10020 (2020)
2010 – 2019
- 2019
- [j66]Zhijun Yin, Lina M. Sulieman, Bradley A. Malin:
A systematic literature review of machine learning in online personal health data. J. Am. Medical Informatics Assoc. 26(6): 561-576 (2019) - [j65]David S. Carrell, David J. Cronkite, Muqun (Rachel) Li, Steve Nyemba, Bradley A. Malin, John S. Aberdeen, Lynette Hirschman:
The machine giveth and the machine taketh away: a parrot attack on clinical text deidentified with hiding in plain sight. J. Am. Medical Informatics Assoc. 26(12): 1536-1544 (2019) - [j64]Cheng Gao, Sarah Osmundson, Digna Velez Edwards, Gretchen Purcell Jackson, Bradley A. Malin, You Chen:
Deep learning predicts extreme preterm birth from electronic health records. J. Biomed. Informatics 100 (2019) - [j63]Alexandros Mittos, Bradley A. Malin, Emiliano De Cristofaro:
Systematizing Genome Privacy Research: A Privacy-Enhancing Technologies Perspective. Proc. Priv. Enhancing Technol. 2019(1): 87-107 (2019) - [j62]Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Database Audit Workload Prioritization via Game Theory. ACM Trans. Priv. Secur. 22(3): 17:1-17:21 (2019) - [c83]Cheng Gao, Chao Yan, Bradley A. Malin, You Chen:
Corpus Size Influences Clinical Concept Embeddings. AMIA 2019 - [c82]Yongtai Liu, Chao Yan, Zhijun Yin, Zhiyu Wan, Weiyi Xia, Murat Kantarcioglu, Yevgeniy Vorobeychik, Ellen Wright Clayton, Bradley A. Malin:
Biomedical Research Cohort Membership Disclosure on Social Media. AMIA 2019 - [c81]Grayson Ruhl, James Hazel, Ellen Wright Clayton, Bradley A. Malin:
Public Attitudes Toward Direct to Consumer Genetic Testing. AMIA 2019 - [c80]Lina M. Sulieman, Zhijun Yin, Bradley A. Malin:
Why Patient Portal Messages Indicate Risk of Readmission for Patients with Ischemic Heart Disease. AMIA 2019 - [c79]Zhijun Yin, Jeremy L. Warner, Qingxia Chen, Bradley A. Malin:
Patient Messaging Content Associated with Initiating Hormonal Therapy after a Breast Cancer Diagnosis. AMIA 2019 - [c78]Cheng Gao, Abel N. Kho, Sarah Osmundson, Bradley A. Malin, You Chen:
Obstetric Patients with Repetitious Hospital Location Transfers Have Prolonged Stays. ICHI 2019: 1-8 - [c77]Cheng Gao, Chao Yan, Sarah Osmundson, Bradley A. Malin, You Chen:
A Deep Learning Approach to Predict Neonatal Encephalopathy from Electronic Health Records. ICHI 2019: 1-7 - [c76]Chao Yan, Cheng Gao, Xinmeng Zhang, You Chen, Bradley A. Malin:
Deep Imputation of Temporal Data. ICHI 2019: 1-3 - [c75]Xinmeng Zhang, Chao Yan, Cheng Gao, Bradley A. Malin, You Chen:
XGBoost Imputation for Time Series Data. ICHI 2019: 1-3 - [c74]Cheng Gao, Sarah Osmundson, Xiaowei Yan, Digna Velez Edwards, Bradley A. Malin, You Chen:
Learning to Identify Severe Maternal Morbidity from Electronic Health Records. MedInfo 2019: 143-147 - [c73]Cheng Gao, Sarah Osmundson, Xiaowei Yan, Digna Velez Edwards, Bradley A. Malin, You Chen:
Leveraging Electronic Health Records to Learn Progression Path for Severe Maternal Morbidity. MedInfo 2019: 148-152 - [c72]Imrul Chowdhury Anindya, Murat Kantarcioglu, Bradley A. Malin:
Determining the Impact of Missing Values on Blocking in Record Linkage. PAKDD (3) 2019: 262-274 - [c71]Jette Henderson, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Jimeng Sun, Joydeep Ghosh, Joyce C. Ho:
CP Tensor Decomposition with Cannot-Link Intermode Constraints. SDM 2019: 711-719 - [c70]Rajagopal Venkatesaramani, Doug Downey, Bradley A. Malin, Yevgeniy Vorobeychik:
A Semantic Cover Approach for Topic Modeling. *SEM@NAACL-HLT 2019: 92-102 - [i13]Zhijun Yin, Lijun Song, Ellen Wright Clayton, Bradley A. Malin:
Health and Kinship Matter: Learning About Direct-To-Consumer Genetic Testing User Experiences via Online Discussions. CoRR abs/1904.02065 (2019) - [i12]Chao Yan, Haifeng Xu, Yevgeniy Vorobeychik, Bo Li, Daniel Fabbri, Bradley A. Malin:
To Warn or Not to Warn: Online Signaling in Audit Games. CoRR abs/1905.06946 (2019) - 2018
- [j61]Weiyi Xia, Zhiyu Wan, Zhijun Yin, James Gaupp, Yongtai Liu, Ellen Wright Clayton, Murat Kantarcioglu, Yevgeniy Vorobeychik, Bradley A. Malin:
It's all in the timing: calibrating temporal penalties for biomedical data sharing. J. Am. Medical Informatics Assoc. 25(1): 25-31 (2018) - [j60]You Chen, Mayur B. Patel, Candace D. McNaughton, Bradley A. Malin:
Interaction patterns of trauma providers are associated with length of stay. J. Am. Medical Informatics Assoc. 25(7): 790-799 (2018) - [j59]Zhijun Yin, Morgan Harrell, Jeremy L. Warner, Qingxia Chen, Daniel Fabbri, Bradley A. Malin:
The therapy is making me sick: how online portal communications between breast cancer patients and physicians indicate medication discontinuation. J. Am. Medical Informatics Assoc. 25(11): 1444-1451 (2018) - [j58]You Chen, Abel N. Kho, David M. Liebovitz, Catherine Ivory, Sarah Osmundson, Jiang Bian, Bradley A. Malin:
Learning bundled care opportunities from electronic medical records. J. Biomed. Informatics 77: 1-10 (2018) - [j57]Jejo D. Koola, Sharon E. Davis, Omar Al-Nimri, Sharidan K. Parr, Daniel Fabbri, Bradley A. Malin, Samuel B. Ho, Michael E. Matheny:
Development of an automated phenotyping algorithm for hepatorenal syndrome. J. Biomed. Informatics 80: 87-95 (2018) - [j56]Erman Ayday, Xiaoqian Jiang, Bradley A. Malin:
GenoPri'16: International Workshop on Genome Privacy and Security. IEEE ACM Trans. Comput. Biol. Bioinform. 15(5): 1403-1404 (2018) - [c69]Joseph R. Coco, Cheng Ye, Chen Hajaj, Yevgeniy Vorobeychik, Joshua C. Denny, Laurie L. Novak, Bradley A. Malin, Thomas A. Lasko, Daniel Fabbri:
Crowdsourcing Clinical Chart Reviews. AMIA 2018 - [c68]Jette Henderson, Huan He, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Joydeep Ghosh, Joyce C. Ho:
Phenotyping through Semi-Supervised Tensor Factorization (PSST). AMIA 2018 - [c67]Yongtai Liu, Zhiyu Wan, Weiyi Xia, Murat Kantarcioglu, Yevgeniy Vorobeychik, Ellen Wright Clayton, Abel N. Kho, David S. Carrell, Bradley A. Malin:
Detecting the Presence of an Individual in Phenotypic Summary Data. AMIA 2018 - [c66]Zhijun Yin, Jeremy L. Warner, Bradley A. Malin:
Learning When Communications Between Healthcare Providers Indicate Hormonal Therapy Medication Discontinuation. AMIA 2018 - [c65]Chao Yan, Zhijun Yin, Stanley Xiang, You Chen, Yevgeniy Vorobeychik, Daniel Fabbri, Abel N. Kho, David M. Liebovitz, Bradley A. Malin:
Mining the Best Observational Window to Model Social Phenomena. CIC 2018: 46-55 - [c64]Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. ICDE 2018: 1304-1307 - [i11]Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. CoRR abs/1801.07215 (2018) - [i10]Jette Henderson, Bradley A. Malin, Joyce C. Ho, Joydeep Ghosh:
PIVETed-Granite: Computational Phenotypes through Constrained Tensor Factorization. CoRR abs/1808.02602 (2018) - 2017
- [j55]Jean-Pierre Hubaux, Stefan Katzenbeisser, Bradley A. Malin:
Genomic Data Privacy and Security: Where We Stand and Where We Are Heading. IEEE Secur. Priv. 15(5): 10-12 (2017) - [j54]You Chen, Nancy M. Lorenzi, Warren S. Sandberg, Kelly Wolgast, Bradley A. Malin:
Identifying collaborative care teams through electronic medical record utilization patterns. J. Am. Medical Informatics Assoc. 24(e1): e111-e120 (2017) - [j53]Jiawei Yuan, Bradley A. Malin, François Modave, Yi Guo, William R. Hogan, Elizabeth Shenkman, Jiang Bian:
Towards a privacy preserving cohort discovery framework for clinical research networks. J. Biomed. Informatics 66: 42-51 (2017) - [j52]Bo Li, Yevgeniy Vorobeychik, Muqun Li, Bradley A. Malin:
Scalable Iterative Classification for Sanitizing Large-Scale Datasets. IEEE Trans. Knowl. Data Eng. 29(3): 698-711 (2017) - [c63]Aron Laszka, Yevgeniy Vorobeychik, Daniel Fabbri, Chao Yan, Bradley A. Malin:
A Game-Theoretic Approach for Alert Prioritization. AAAI Workshops 2017 - [c62]Monica Hedda, Bradley A. Malin, Chao Yan, Daniel Fabbri:
Evaluating the Effectiveness of Auditing Rules for Electronic Health Record Systems. AMIA 2017 - [c61]Fabian Prasser, James Gaupp, Zhiyu Wan, Weiyi Xia, Yevgeniy Vorobeychik, Murat Kantarcioglu, Klaus A. Kuhn, Bradley A. Malin:
An Open Source Tool for Game Theoretic Health Data De-Identification. AMIA 2017 - [c60]Jimeng Sun, Bradley A. Malin, Abel N. Kho, Mark W. Craven, Joydeep Ghosh:
Computational Phenotyping on Diverse Data Sources. AMIA 2017 - [c59]Zhijun Yin, Wei Xie, Bradley A. Malin:
Talking About My Care: Detecting Mentions of Hormonal Therapy Adherence Behavior in an Online Breast Cancer Community. AMIA 2017 - [c58]Zhijun Yin, Lijun Song, Bradley A. Malin:
Reciprocity and its Association with Treatment Adherence in an Online Breast Cancer Forum. CBMS 2017: 618-623 - [c57]Imrul Chowdhury Anindya, Harichandan Roy, Murat Kantarcioglu, Bradley A. Malin:
Building a Dossier on the Cheap: Integrating Distributed Personal Data Resources Under Cost Constraints. CIKM 2017: 1549-1558 - [c56]Jette Henderson, Joyce C. Ho, Abel N. Kho, Joshua C. Denny, Bradley A. Malin, Jimeng Sun, Joydeep Ghosh:
Granite: Diversified, Sparse Tensor Factorization for Electronic Health Record-Based Phenotyping. ICHI 2017: 214-223 - [c55]Zhijun Yin, Bradley A. Malin, Jeremy L. Warner, Pei-Yun Sabrina Hsueh, Ching-Hua Chen:
The Power of the Patient Voice: Learning Indicators of Treatment Adherence From An Online Breast Cancer Forum. ICWSM 2017: 337-346 - [c54]Cheng Gao, Abel N. Kho, Catherine Ivory, Sarah Osmundson, Bradley A. Malin, You Chen:
Predicting Length of Stay for Obstetric Patients via Electronic Medical Records. MedInfo 2017: 1019-1023 - [c53]Edward Choi, Siddharth Biswal, Bradley A. Malin, Jon Duke, Walter F. Stewart, Jimeng Sun:
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks. MLHC 2017: 286-305 - [i9]Edward Choi, Siddharth Biswal, Bradley A. Malin, Jon Duke, Walter F. Stewart, Jimeng Sun:
Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks. CoRR abs/1703.06490 (2017) - [i8]You Chen, Mayur B. Patel, Candace D. McNaughton, Bradley A. Malin:
A Data-Driven Analysis of the Influence of Care Coordination on Trauma Outcome. CoRR abs/1705.09713 (2017) - [i7]You Chen, Abel N. Kho, David M. Liebovitz, Catherine Ivory, Sarah Osmundson, Jiang Bian, Bradley A. Malin:
Learning Bundled Care Opportunities from Electronic Medical Records. CoRR abs/1706.00487 (2017) - [i6]Alexandros Mittos, Bradley A. Malin, Emiliano De Cristofaro:
Systematizing Genomic Privacy Research - A Critical Analysis. CoRR abs/1712.02193 (2017) - 2016
- [j51]George Hripcsak, Parsa Mirhaji, Alexander F. H. Low, Bradley A. Malin:
Preserving temporal relations in clinical data while maintaining privacy. J. Am. Medical Informatics Assoc. 23(6): 1040-1045 (2016) - [j50]Raymond Heatherly, Luke V. Rasmussen, Peggy L. Peissig, Jennifer A. Pacheco, Paul A. Harris, Joshua C. Denny, Bradley A. Malin:
A multi-institution evaluation of clinical profile anonymization. J. Am. Medical Informatics Assoc. 23(e1): e131-e137 (2016) - [j49]Muqun Li, David Carrell, John S. Aberdeen, Lynette Hirschman, Jacqueline Kirby, Bo Li, Yevgeniy Vorobeychik, Bradley A. Malin:
Optimizing annotation resources for natural language de-identification via a game theoretic framework. J. Biomed. Informatics 61: 97-109 (2016) - [c52]Jianying Hu, Nigam H. Shah, Bradley A. Malin, Patrick B. Ryan, Anil Jain:
Big Data for Healthcare and Life Sciences: Learning Useful Insights from Imperfect Data. AMIA 2016 - [c51]Lina M. Sulieman, Daniel Fabbri, Fei Wang, Jianying Hu, Bradley A. Malin:
Predicting Negative Events: Using Post-discharge Data to Detect High-Risk Patients. AMIA 2016 - [c50]Chao Yan, You Chen, Bo Li, David M. Liebovitz, Bradley A. Malin:
Learning Clinical Workflows to Identify Subgroups of Heart Failure Patients. AMIA 2016 - [c49]Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin:
CheapSMC: A Framework to Minimize Secure Multiparty Computation Cost in the Cloud. DBSec 2016: 285-294 - [c48]Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin:
Optimizing secure classification performance with privacy-aware feature selection. ICDE 2016: 217-228 - [c47]Zhijun Yin, You Chen, Daniel Fabbri, Jimeng Sun, Bradley A. Malin:
#PrayForDad: Learning the Semantics Behind Why Social Media Users Disclose Health Information. ICWSM 2016: 456-465 - [i5]Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin:
CheapSMC: A Framework to Minimize SMC Cost in Cloud. CoRR abs/1605.00300 (2016) - 2015
- [j48]Muhammad Naveed, Erman Ayday, Ellen Wright Clayton, Jacques Fellay, Carl A. Gunter, Jean-Pierre Hubaux, Bradley A. Malin, XiaoFeng Wang:
Privacy in the Genomic Era. ACM Comput. Surv. 48(1): 6:1-6:44 (2015) - [j47]Weiyi Xia, Raymond Heatherly, Xiaofeng Ding, Jiuyong Li, Bradley A. Malin:
R-U policy frontiers for health data de-identification. J. Am. Medical Informatics Assoc. 22(5): 1029-1041 (2015) - [j46]Abel N. Kho, John P. Cashy, Kathryn L. Jackson, Adam R. Pah, Satyender Goel, Jörn Boehnke, John Eric Humphries, Scott Duke Kominers, Bala Hota, Shannon A. Sims, Bradley A. Malin, Dustin D. French, Theresa Walunas, David O. Meltzer, Erin O. Kaleba, Roderick C. Jones, William L. Galanter:
Design and implementation of a privacy preserving electronic health record linkage tool in Chicago. J. Am. Medical Informatics Assoc. 22(5): 1072-1080 (2015) - [j45]You Chen, Joydeep Ghosh, Cosmin Adrian Bejan, Carl A. Gunter, Siddharth Gupta, Abel N. Kho, David M. Liebovitz, Jimeng Sun, Joshua C. Denny, Bradley A. Malin:
Building bridges across electronic health record systems through inferred phenotypic topics. J. Biomed. Informatics 55: 82-93 (2015) - [c46]You Chen, Wei Xie, Carl A. Gunter, David M. Liebovitz, Sanjay Mehrotra, He Zhang, Bradley A. Malin:
Inferring Clinical Workflow Efficiency via Electronic Medical Record Utilization. AMIA 2015 - [c45]Amanda Hicks, William R. Hogan, Michael W. Rutherford, Bradley A. Malin, Mengjun Xie, Christiane Fellbaum, Zhijun Yin, Daniel Fabbri, Josh Hanna, Jiang Bian:
Mining Twitter as a First Step toward Assessing the Adequacy of Gender Identification Terms on Intake Forms. AMIA 2015 - [c44]Jessica D. Tenenbaum, Greg Biggers, Bradley A. Malin, Lucila Ohno-Machado, Leslie Wolf:
Patient privacy and "de-identified" health records in the genomic era. AMIA 2015 - [c43]Xun Lu, Aston Zhang, Carl A. Gunter, Daniel Fabbri, David M. Liebovitz, Bradley A. Malin:
Discovering de facto diagnosis specialties. BCB 2015: 7-16 - [c42]Weiyi Xia, Murat Kantarcioglu, Zhiyu Wan, Raymond Heatherly, Yevgeniy Vorobeychik, Bradley A. Malin:
Process-Driven Data Privacy. CIKM 2015: 1021-1030 - [c41]Erman Pattuk, Murat Kantarcioglu, Huseyin Ulusoy, Bradley A. Malin:
Privacy-aware dynamic feature selection. ICDE 2015: 78-88 - [c40]Bo Li, Yevgeniy Vorobeychik, Muqun Li, Bradley A. Malin:
Iterative Classification for Sanitizing Large-Scale Datasets. ICDM 2015: 841-846 - [c39]Yichen Wang, Robert Chen, Joydeep Ghosh, Joshua C. Denny, Abel N. Kho, You Chen, Bradley A. Malin, Jimeng Sun:
Rubik: Knowledge Guided Tensor Factorization and Completion for Health Data Analytics. KDD 2015: 1265-1274 - [p2]Jiuyong Li, Sarowar A. Sattar, Muzammil M. Baig, Jixue Liu, Raymond Heatherly, Qiang Tang, Bradley A. Malin:
Methods to Mitigate Risk of Composition Attack in Independent Data Publications. Medical Data Privacy Handbook 2015: 179-200 - [i4]Jean-Pierre Hubaux, Stefan Katzenbeisser, Bradley A. Malin, Gene Tsudik:
Genomic Privacy (Dagstuhl Seminar 15431). Dagstuhl Reports 5(10): 50-65 (2015) - [i3]Muhammad Naveed, Erman Ayday, Ellen Wright Clayton, Jacques Fellay, Carl A. Gunter, Jean-Pierre Hubaux, Bradley A. Malin, XiaoFeng Wang:
Privacy in the Genomic Era. IACR Cryptol. ePrint Arch. 2015: 563 (2015) - 2014
- [j44]Wei Xie, Murat Kantarcioglu, William S. Bush, Dana C. Crawford, Joshua C. Denny, Raymond Heatherly, Bradley A. Malin:
SecureMA: protecting participant privacy in genetic association meta-analysis. Bioinform. 30(23): 3334-3341 (2014) - [j43]You Chen, Nancy M. Lorenzi, Steve Nyemba, Jonathan S. Schildcrout, Bradley A. Malin:
We work with them? Healthcare workers interpretation of organizational relations mined from electronic health records. Int. J. Medical Informatics 83(7): 495-506 (2014) - [j42]Muqun Li, David Carrell, John S. Aberdeen, Lynette Hirschman, Bradley A. Malin:
De-identification of clinical narratives through writing complexity measures. Int. J. Medical Informatics 83(10): 750-767 (2014) - [j41]Jimeng Sun, Candace D. McNaughton, Ping Zhang, Adam Perer, Aris Gkoulalas-Divanis, Joshua C. Denny, Jacqueline Kirby, Thomas A. Lasko, Alexander Saip, Bradley A. Malin:
Predicting changes in hypertension control using electronic health records from a chronic disease management program. J. Am. Medical Informatics Assoc. 21(2): 337-344 (2014) - [j40]Kenney Ng, Amol Ghoting, Steven R. Steinhubl, Walter F. Stewart, Bradley A. Malin, Jimeng Sun:
PARAMO: A PARAllel predictive MOdeling platform for healthcare analytic research using electronic health records. J. Biomed. Informatics 48: 160-170 (2014) - [j39]Joyce C. Ho, Joydeep Ghosh, Steven R. Steinhubl, Walter F. Stewart, Joshua C. Denny, Bradley A. Malin, Jimeng Sun:
Limestone: High-throughput candidate phenotype generation via tensor factorization. J. Biomed. Informatics 52: 199-211 (2014) - [j38]Raymond Heatherly, Joshua C. Denny, Jonathan L. Haines, Dan M. Roden, Bradley A. Malin:
Size matters: How population size influences genotype-phenotype association studies in anonymized data. J. Biomed. Informatics 52: 243-250 (2014) - [j37]A. H. M. Sarowar Sattar, Jiuyong Li, Jixue Liu, Raymond Heatherly, Bradley A. Malin:
A probabilistic approach to mitigate composition attacks on privacy in non-coordinated environments. Knowl. Based Syst. 67: 361-372 (2014) - [j36]Xiaoqian Jiang, Yongan Zhao, Xiaofeng Fang, Bradley A. Malin, Shuang Wang, Lucila Ohno-Machado, Haixu Tang:
A community assessment of privacy preserving techniques for human genomes. BMC Medical Informatics Decis. Mak. 14(S-1): S1 (2014) - [j35]Elizabeth Ashley Durham, Murat Kantarcioglu, Yuan Xue, Csaba Tóth, Mehmet Kuzu, Bradley A. Malin:
Composite Bloom Filters for Secure Record Linkage. IEEE Trans. Knowl. Data Eng. 26(12): 2956-2968 (2014) - [c38]Csaba Tóth, Elizabeth Ashley Durham, Murat Kantarcioglu, Yuan Xue, Bradley A. Malin:
SOEMPI: A Secure Open Enterprise Master Patient Index Software Toolkit for Private Record Linkage. AMIA 2014 - [c37]Wen Zhang, You Chen, Thaddeus Cybulski, Daniel Fabbri, Carl A. Gunter, Patrick N. Lawlor, David M. Liebovitz, Bradley A. Malin:
Decide Now or Decide Later?: Quantifying the Tradeoff between Prospective and Retrospective Access Decisions. CCS 2014: 1182-1192 - [i2]Muhammad Naveed, Erman Ayday, Ellen Wright Clayton, Jacques Fellay, Carl A. Gunter, Jean-Pierre Hubaux, Bradley A. Malin, XiaoFeng Wang:
Privacy and Security in the Genomic Era. CoRR abs/1405.1891 (2014) - 2013
- [j34]Bradley A. Malin, Khaled El Emam, Christine M. O'Keefe:
Biomedical data privacy: problems, perspectives, and recent advances. J. Am. Medical Informatics Assoc. 20(1): 2-6 (2013) - [j33]Ravi V. Atreya, Joshua C. Smith, Allison B. McCoy, Bradley A. Malin, Randolph A. Miller:
Reducing patient re-identification risk for laboratory results within research datasets. J. Am. Medical Informatics Assoc. 20(1): 95-101 (2013) - [j32]Mehmet Kuzu, Murat Kantarcioglu, Elizabeth Ashley Durham, Csaba Tóth, Bradley A. Malin:
A practical approach to achieve private medical record linkage in light of public resources. J. Am. Medical Informatics Assoc. 20(2): 285-292 (2013) - [j31]David Carrell, Bradley A. Malin, John S. Aberdeen, Samuel Bayer, Cheryl Clark, Ben Wellner, Lynette Hirschman:
Hiding in plain sight: use of realistic surrogates to reduce exposure of protected health information in clinical text. J. Am. Medical Informatics Assoc. 20(2): 342-348 (2013) - [j30]He Zhang, Sanjay Mehrotra, David M. Liebovitz, Carl A. Gunter, Bradley A. Malin:
Mining Deviations from Patient Care Pathways via Electronic Medical Record System Audits. ACM Trans. Manag. Inf. Syst. 4(4): 17:1-17:20 (2013) - [c36]David A. Hanauer, Qiaozhu Mei, Bradley A. Malin, Kai Zheng:
Location Bias of Identifiers in Clinical Narratives. AMIA 2013 - [c35]Wei Yan, Yuan Xue, Bradley A. Malin:
Scalable and robust key group size estimation for reducer load balancing in MapReduce. IEEE BigData 2013: 156-162 - [c34]Weiyi Xia, Raymond Heatherly, Xiaofeng Ding, Jiuyong Li, Bradley A. Malin:
Efficient discovery of de-identification policy options through a risk-utility frontier. CODASPY 2013: 59-70 - [c33]Mehmet Kuzu, Murat Kantarcioglu, Ali Inan, Elisa Bertino, Elizabeth Durham, Bradley A. Malin:
Efficient privacy-aware record integration. EDBT 2013: 167-178 - [c32]Wei Yan, Yuan Xue, Bradley A. Malin:
Scalable load balancing for mapreduce-based record linkage. IPCCC 2013: 1-10 - [c31]Siddharth Gupta, Casey Hanson, Carl A. Gunter, Mario Frank, David M. Liebovitz, Bradley A. Malin:
Modeling and detecting anomalous topic access. ISI 2013: 100-105 - [c30]Stéphane M. Meystre, Hercules Dalianis, John S. Aberdeen, Bradley A. Malin:
Automatic Clinical Text De-Identification: Is It Worth It, and Could It Work for Me? MedInfo 2013: 1242 - [c29]Wen Zhang, You Chen, Carl A. Gunter, David M. Liebovitz, Bradley A. Malin:
Evolving role definitions through permission invocation patterns. SACMAT 2013: 37-48 - [c28]Eric Duffy, Steve Nyemba, Carl A. Gunter, David M. Liebovitz, Bradley A. Malin:
Requirements and Design for an Extensible Toolkit for Analyzing EMR Audit Logs. HealthTech 2013 - 2012
- [j29]Elizabeth Durham, Yuan Xue, Murat Kantarcioglu, Bradley A. Malin:
Quantifying the correctness, computational complexity, and security of privacy-preserving string comparators for record linkage. Inf. Fusion 13(4): 245-259 (2012) - [j28]You Chen, Steve Nyemba, Wen Zhang, Bradley A. Malin:
Specializing network analysis to detect anomalous insider actions. Secur. Informatics 1(1): 5 (2012) - [j27]You Chen, Steve Nyemba, Bradley A. Malin:
Detecting Anomalous Insiders in Collaborative Information Systems. IEEE Trans. Dependable Secur. Comput. 9(3): 332-344 (2012) - [j26]Mustafa Canim, Murat Kantarcioglu, Bradley A. Malin:
Secure Management of Biomedical Data With Cryptographic Hardware. IEEE Trans. Inf. Technol. Biomed. 16(1): 166-175 (2012) - [j25]Acar Tamersoy, Grigorios Loukides, Mehmet Ercan Nergiz, Yücel Saygin, Bradley A. Malin:
Anonymization of Longitudinal Electronic Medical Records. IEEE Trans. Inf. Technol. Biomed. 16(3): 413-423 (2012) - [c27]You Chen, Steve Nyemba, Bradley A. Malin:
Auditing Medical Records Accesses via Healthcare Interaction Networks. AMIA 2012 - [c26]Abel N. Kho, John P. Cashy, Bala Hota, Shannon A. Sims, Bradley A. Malin, David O. Meltzer, Erin O. Kaleba, William L. Galanter:
The Chicago Health Atlas: A Public Resource to Visualize Health Conditions and Resources in Chicago. AMIA 2012 - [c25]Luke V. Rasmussen, Brian D. Athey, Andrew D. Boyd, Bradley A. Malin, Shawn N. Murphy:
Rethinking the "Honest Broker" in the Changing Face of Security and Privacy. AMIA 2012 - [c24]Xiaowei Li, Yuan Xue, Bradley A. Malin:
Detecting Anomalous User Behaviors in Workflow-Driven Web Applications. SRDS 2012: 1-10 - 2011
- [j24]Edoardo M. Airoldi, Xue Bai, Bradley A. Malin:
An entropy approach to disclosure risk assessment: Lessons from real applications and simulated domains. Decis. Support Syst. 51(1): 10-20 (2011) - [j23]Carl A. Gunter, David M. Liebovitz, Bradley A. Malin:
Experience-Based Access Management: A Life-Cycle Framework for Identity and Access Management Systems. IEEE Secur. Priv. 9(5): 48-55 (2011) - [j22]Bradley A. Malin, Kathleen Benitez, Daniel R. Masys:
Never too old for anonymity: a statistical standard for demographic data sharing via the HIPAA Privacy Rule. J. Am. Medical Informatics Assoc. 18(1): 3-10 (2011) - [j21]Khaled El Emam, Jun Hu, Jay Mercer, Liam Peyton, Murat Kantarcioglu, Bradley A. Malin, David L. Buckeridge, Saeed Samet, Craig Earle:
A secure protocol for protecting the identity of providers when disclosing data for disease surveillance. J. Am. Medical Informatics Assoc. 18(3): 212-217 (2011) - [j20]Bradley A. Malin, Steve Nyemba, John Paulett:
Learning relational policies from electronic health record access logs. J. Biomed. Informatics 44(2): 333-342 (2011) - [j19]Grigorios Loukides, Aris Gkoulalas-Divanis, Bradley A. Malin:
COAT: COnstraint-based anonymization of transactions. Knowl. Inf. Syst. 28(2): 251-282 (2011) - [c23]You Chen, Bradley A. Malin:
Detection of anomalous insiders in collaborative environments via relational analysis of access logs. CODASPY 2011: 63-74 - [c22]You Chen, Steve Nyemba, Wen Zhang, Bradley A. Malin:
Leveraging social networks to detect anomalous insider actions in collaborative environments. ISI 2011: 119-124 - [c21]Mehmet Kuzu, Murat Kantarcioglu, Elizabeth Durham, Bradley A. Malin:
A Constraint Satisfaction Cryptanalysis of Bloom Filters in Private Record Linkage. PETS 2011: 226-245 - [c20]Xiaowei Li, Yuan Xue, You Chen, Bradley A. Malin:
Context-Aware Anomaly Detection for Electronic Medical Record Systems. HealthSec 2011 - [c19]Xiaowei Li, Yuan Xue, Bradley A. Malin:
Towards understanding the usage pattern of web-based electronic medical record systems. WOWMOM 2011: 1-7 - 2010
- [j18]Bradley A. Malin:
Secure construction of k-unlinkable patient records from distributed providers. Artif. Intell. Medicine 48(1): 29-41 (2010) - [j17]John S. Aberdeen, Samuel Bayer, Reyyan Yeniterzi, Benjamin Wellner, Cheryl Clark, David A. Hanauer, Bradley A. Malin, Lynette Hirschman:
The MITRE Identification Scrubber Toolkit: Design, training, and assessment. Int. J. Medical Informatics 79(12): 849-859 (2010) - [j16]Reyyan Yeniterzi, John S. Aberdeen, Samuel Bayer, Benjamin Wellner, Lynette Hirschman, Bradley A. Malin:
Effects of personal identifier resynthesis on clinical text de-identification. J. Am. Medical Informatics Assoc. 17(2): 159-168 (2010) - [j15]Kathleen Benitez, Bradley A. Malin:
Evaluating re-identification risks with respect to the HIPAA privacy rule. J. Am. Medical Informatics Assoc. 17(2): 169-177 (2010) - [j14]Grigorios Loukides, Joshua C. Denny, Bradley A. Malin:
The disclosure of diagnosis codes can breach research participants' privacy. J. Am. Medical Informatics Assoc. 17(3): 322-327 (2010) - [c18]Kathleen Benitez, Grigorios Loukides, Bradley A. Malin:
Beyond safe harbor: automatic discovery of health information de-identification policy alternatives. IHI 2010: 163-172 - [c17]Carl A. Gunter, David M. Liebovitz, Bradley A. Malin:
EBAM: Experience-Based Access Management for Healthcare. HealthSec 2010
2000 – 2009
- 2009
- [j13]Murat Kantarcioglu, Ali Inan, Wei Jiang, Bradley A. Malin:
Formal anonymity models for efficient privacy-preserving joins. Data Knowl. Eng. 68(11): 1206-1223 (2009) - [e2]Francesco Bonchi, Elena Ferrari, Wei Jiang, Bradley A. Malin:
Privacy, Security, and Trust in KDD, Second ACM SIGKDD International Workshop, PinKDD 2008, Las Vegas, NV, USA, August 24, 2008, Revised Selected Papers. Lecture Notes in Computer Science 5456, Springer 2009, ISBN 978-3-642-01717-9 [contents] - [i1]Grigorios Loukides, Aris Gkoulalas-Divanis, Bradley A. Malin:
COAT: COnstraint-based Anonymization of Transactions. CoRR abs/0912.2548 (2009) - 2008
- [j12]Bradley A. Malin:
k-Unlinkability: A privacy protection model for distributed data. Data Knowl. Eng. 64(1): 294-311 (2008) - [j11]Francesco Bonchi, Bradley A. Malin, Yücel Saygin:
Recent advances in preserving privacy when mining data. Data Knowl. Eng. 65(1): 1-4 (2008) - [j10]Francesco Bonchi, Elena Ferrari, Wei Jiang, Bradley A. Malin:
PinKDD'08: privacy, security, and trust in KDD post workshop report. SIGKDD Explor. 10(2): 66-67 (2008) - [j9]Murat Kantarcioglu, Wei Jiang, Ying Liu, Bradley A. Malin:
A Cryptographic Approach to Securely Share and Query Genomic Sequences. IEEE Trans. Inf. Technol. Biomed. 12(5): 606-617 (2008) - [c16]Murat Kantarcioglu, Wei Jiang, Bradley A. Malin:
A Privacy-Preserving Framework for Integrating Person-Specific Databases. Privacy in Statistical Databases 2008: 298-314 - [p1]Dino Pedreschi, Francesco Bonchi, Franco Turini, Vassilios S. Verykios, Maurizio Atzori, Bradley A. Malin, Bart Moelans, Yücel Saygin:
Privacy Protection: Regulations and Technologies, Opportunities and Threats. Mobility, Data Mining and Privacy 2008: 101-119 - [e1]Francesco Bonchi, Elena Ferrari, Bradley A. Malin, Yücel Saygin:
Privacy, Security, and Trust in KDD, First ACM SIGKDD International Workshop, PinKDD 2007, San Jose, CA, USA, August 12, 2007, Revised Selected Papers. Lecture Notes in Computer Science 4890, Springer 2008, ISBN 978-3-540-78477-7 [contents] - 2007
- [j8]Bradley A. Malin:
A computational model to protect patient data from location-based re-identification. Artif. Intell. Medicine 40(3): 223-239 (2007) - [j7]Bradley A. Malin, Kathleen M. Carley:
Research Paper: A Longitudinal Social Network Analysis of the Editorial Boards of Medical Informatics and Bioinformatics Journals. J. Am. Medical Informatics Assoc. 14(3): 340-348 (2007) - [j6]Janos L. Mathe, Sean Duncavage, Jan Werner, Bradley A. Malin, Ákos Lédeczi, Janos Sztipanovits:
Towards the security and privacy analysis of patient portals. SIGBED Rev. 4(2): 5-9 (2007) - [j5]Francesco Bonchi, Elena Ferrari, Bradley A. Malin, Yücel Saygin:
PinKDD'07: privacy, security, and trust in KDD post-workshop report. SIGKDD Explor. 9(2): 93-95 (2007) - [c15]Sean Duncavage, Janos L. Mathe, Jan Werner, Bradley A. Malin, Ákos Lédeczi, Janos Sztipanovits:
A Modeling Environment for Patient Portals. AMIA 2007 - [c14]Bradley A. Malin, Edoardo M. Airoldi:
Confidentiality Preserving Audits of Electronic Medical Record Access. MedInfo 2007: 320-324 - [c13]Ákos Lédeczi, Ruth Breu, Bradley A. Malin, Janos Sztipanovits:
First International Workshop on the Model-Based Design of Trustworthy Health Information Systems. MoDELS (Workshops) 2007: 115-117 - 2006
- [c12]Bradley A. Malin:
Re-identification of Familial Database Records. AMIA 2006 - [c11]Bradley A. Malin, Latanya Sweeney:
Composition and Disclosure of Unlinkable Distributed Databases. ICDE 2006: 118 - [c10]Bradley A. Malin, Edoardo M. Airoldi:
The Effects of Location Access Behavior on Re-identification Risk in a Distributed Environment. Privacy Enhancing Technologies 2006: 413-429 - 2005
- [j4]Bradley A. Malin, Edoardo M. Airoldi, Kathleen M. Carley:
A Network Analysis Model for Disambiguation of Names in Lists. Comput. Math. Organ. Theory 11(2): 119-139 (2005) - [j3]Bradley A. Malin:
Technical Evaluation: An Evaluation of the Current State of Genomic Data Privacy Protection Technology and a Roadmap for the Future. J. Am. Medical Informatics Assoc. 12(1): 28-34 (2005) - [j2]Elaine M. Newton, Latanya Sweeney, Bradley A. Malin:
Preserving Privacy by De-Identifying Face Images. IEEE Trans. Knowl. Data Eng. 17(2): 232-243 (2005) - [c9]Edoardo M. Airoldi, Bradley A. Malin, Latanya Sweeney:
Technologies to Defeat Fraudulent Schemes Related to Email Requests. AAAI Spring Symposium: AI Technologies for Homeland Security 2005: 133-135 - [c8]Bradley A. Malin, Latanya Sweeney:
A Secure Protocol to Distribute Unlinkable Health Data. AMIA 2005 - [c7]Bradley A. Malin, Edoardo M. Airoldi, Samuel Edoho-Eket, Yiheng Li:
Configurable Security Protocols for Multi-party Data Analysis with Malicious Participants. ICDE 2005: 533-544 - [c6]Ralf Hölzer, Bradley A. Malin, Latanya Sweeney:
Email alias detection using social network analysis. LinkKDD 2005: 52-57 - [c5]Ralph Gross, Edoardo M. Airoldi, Bradley A. Malin, Latanya Sweeney:
Integrating Utility into Face De-identification. Privacy Enhancing Technologies 2005: 227-242 - 2004
- [j1]Bradley A. Malin, Latanya Sweeney:
How (not) to protect genomic data privacy in a distributed network: using trail re-identification to evaluate and design anonymity protection systems. J. Biomed. Informatics 37(3): 179-192 (2004) - 2002
- [c4]Bradley A. Malin:
Correlating web usage of health information with patient medical data. AMIA 2002 - [c3]Bradley A. Malin, Latanya Sweeney:
Inferring Genotype from Clinical Phenotype through a Knowledge Based Algorithm. Pacific Symposium on Biocomputing 2002: 41-52 - 2001
- [c2]Bradley A. Malin, Latanya Sweeney:
Re-identification of DNA through an automated linkage process. AMIA 2001 - 2000
- [c1]Bradley A. Malin, Latanya Sweeney:
Determining the identifiability of DNA database entries. AMIA 2000
Coauthor Index
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