Publications

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2015
Zhao Y, Wang X, Jiang X, Ohno-Machado L, Tang H. Choosing blindly but wisely: differentially private solicitation of DNA datasets for disease marker discovery. J Am Med Inform Assoc. 2015 ;22(1):100-8.
Li H, Xiong K, Jiang X, Liu J. Differentially private histogram publication for dynamic datasets: An adaptive sampling approach. In: 24th ACM International Conference on Information and Knowledge Management (CIKM). 24th ACM International Conference on Information and Knowledge Management (CIKM). ; 2015.
Wu Y, Jiang X, Wang S, Jiang W, Li P, Ohno-Machado L. Grid multi-category response logistic models. BMC Med Inform Decis Mak. 2015 ;15:10.
Song S, Chaudhuri K, Sarwate AD. Learning from Data with Heterogeneous Noise using SGD. In: 18th International Conference on Artificial Intelligence and Statistics (AISTATS). 18th International Conference on Artificial Intelligence and Statistics (AISTATS). ; 2015.
Wang S, Jiang X, Fox D, L O-M. Preserving genome privacy in research studies. In: Medical Data Privacy Handbook. Medical Data Privacy Handbook. Springer; 2015.
Mohammed N, Wang S, Chen R, Jiang X. Private Genome Data Dissemination. In: Medical Data Privacy Handbook. Medical Data Privacy Handbook. Springer; 2015.
Li Y, Jiang X, Wang S, Xiong H, Ohno-Machado L. VERTIcal Grid lOgistic regression (VERTIGO). J Am Med Inform Assoc. 2015 .
2014
Ross MK, Wei W, Ohno-Machado L. "Big data" and the electronic health record. Yearb Med Inform. 2014 ;9(1):97-104.
Jiang X, Zhao Y, Wang X, Malin B, Wang S, Ohno-Machado L, Tang H. A community assessment of privacy preserving techniques for human genomes. BMC Med Inform Decis Mak. 2014 ;14 Suppl 1:S1.
Menon AKrishna, Jiang X, Kim J, Vaidya J, Ohno-Machado L. Detecting Inappropriate Access to Electronic Health Records Using Collaborative Filtering. Mach Learn. 2014 ;95(1):87-101.
Ji Z, Jiang X, Wang S, Xiong L, Ohno-Machado L. Differentially private distributed logistic regression using private and public data. BMC Med Genomics. 2014 ;7 Suppl 1:S14.
Wang S, Mohammed N, Chen R. Differentially private genome data dissemination through top-down specialization. BMC Med Inform Decis Mak. 2014 ;14 Suppl 1:S2.
Roozgard A, Barzigar N, Wang S, Jiang X, Cheng S. Empirical Transition Probability Indexing Sparse-Coding Belief Propagation (ETPI-SCoBeP) Genome Sequence Alignment. Cancer Inform. 2014 ;13(Suppl 1):159-65.
Mehta SR, Vinterbo SA, Little SJ. Ensuring Privacy in the Study of Pathogen Genetics in the 21st Century. The Lancet Infectious Diseases. 2014 .
Norman G, Kolodziejczyk J, Ramirez E, Hekler E. How to Deliver Physical Activity Messages. In: ACSM’s Behavioral Aspects of Physical Activity & Exercise. ACSM’s Behavioral Aspects of Physical Activity & Exercise. American College of Sports Medicine; 2014.
Hepler LN, Scheffler K, Weaver S, Murrell B, Richman DD, Burton DR, Poignard P, Smith DM, Kosakovsky Pond SL. IDEPI: Rapid Prediction of HIV-1 Antibody Epitopes and Other Phenotypic Features from Sequence Data Using a Flexible Machine Learning Platform. PLoS Comput Biol. 2014 ;10(9):e1003842.
Chaudhuri K, Hsu D, Song S. The Large Margin Mechanism for Differentially Private Maximization. Neural Information Processing Systems (NIPS). 2014 .
Chen F, S W, Mohammed N, Cheng S. PRECISE: PRivacy-prEserving Cloud-assisted quality Improvement Service in hEalthcare. In: Translational Bioinformatics Conference. Translational Bioinformatics Conference. ; 2014.
Li H, Xiong L, Ohno-Machado L, Jiang X. Privacy preserving RBF kernel support vector machine. Biomed Res Int. 2014 ;2014:827371.
Kim H, Chung H, Wang S, Jiang X, Choi J. SAPPIRE: a prototype mobile tool for pressure ulcer risk assessment. Stud Health Technol Inform. 2014 ;201:433-40.
Yu F, Ji Z. Scalable privacy-preserving data sharing methodology for genome-wide association studies: an application to iDASH healthcare privacy protection challenge. BMC Med Inform Decis Mak. 2014 ;14 Suppl 1:S3.
Bell EA, Ohno-Machado L, M Grando A. Sharing my health data: a survey of data sharing preferences of healthy individuals. AMIA Annu Symp Proc. 2014 ;2014:1699-708.
2013
Grando A, Schwab R. Building and evaluating an ontology-based tool for reasoning about consent permission. AMIA Annu Symp Proc. 2013 ;2013:514-23.
Ji Z, Elkan C. Differential privacy based on importance weighting. Mach Learn. 2013 ;93(1):163-183.
Jiang X, Ji Z, Wang S, Mohammed N, Cheng S, Ohno-Machado L. Differential-Private Data Publishing Through Component Analysis. Trans Data Priv. 2013 ;6(1):19-34.
Wang S, Jiang X, Wu Y, Cui L, Cheng S, Ohno-Machado L. EXpectation Propagation LOgistic REgRession (EXPLORER): Distributed privacy-preserving online model learning. J Biomed Inform. 2013 ;46(3):480-96.
Feupe SF, Frias PF, Mednick SC, McDevitt EA, Heintzman ND. Nocturnal continuous glucose and sleep stage data in adults with type 1 diabetes in real-world conditions. J Diabetes Sci Technol. 2013 ;7(5):1337-45.
Jiang X, Ji Z, Wang S, Mohammed N, Cheng S, Ohno-Machado L. Privacy preserving data publishing through component analysis, Transaction on Data Privacy. Transaction on Data Privacy. 2013 .
Jiang X, Sarwate AD, Ohno-Machado L. Privacy technology to support data sharing for comparative effectiveness research: a systematic review. Med Care. 2013 ;51(8 Suppl 3):S58-65.
Sarwate AD, Chaudhuri K. Signal Processing and Machine Learning with Differential Privacy: Algorithms and challenges for continuous data. IEEE Signal Process Mag. 2013 ;30(5):86-94.
Chaudhuri K, Viterbo S. A Stability-based Validation Procedure for Differentially Private Machine Learning. In: Neural Information Processing Systems (NIPS) Conference. Neural Information Processing Systems (NIPS) Conference. ; 2013.
Dai W, Xiong H, Jiang X, Chen CWen. Structured Set Intra Prediction With Discriminative Learning in a Max-Margin Markov Network for High Efficiency Video Coding. IEEE Trans Circuits Syst Video Technol. 2013 ;23(11):1941-1956.
2012
Cui L, Wang S, Jiang X, Cheng S. Adaptive Distributed Video Coding with Correlation Estimation using Expectation Propagation. Proc SPIE. 2012 ;8499.
Wu W, Dasgupta S, Ramirez EE, Peterson C, Norman GJ. Classification accuracies of physical activities using smartphone motion sensors. J Med Internet Res. 2012 ;14(5):e130.
Que J, Jiang X, Ohno-Machado L. A collaborative framework for Distributed Privacy-Preserving Support Vector Machine learning. AMIA Annu Symp Proc. 2012 ;2012:1350-9.
Vinterbo S. Differentially Private Projected Histograms: Construction and Use for Prediction. European Conference on Machine Learning . 2012 .
Jiang X, Menon A, Wang S, Kim J, Ohno-Machado L. Doubly Optimized Calibrated Support Vector Machine (DOC-SVM): An Algorithm for Joint Optimization of Discrimination and Calibration. PLoS One. 2012 ;7(11):e48823.
Wu Y, Jiang X, Kim J, Ohno-Machado L. Grid Binary LOgistic REgression (GLORE): building shared models without sharing data. J Am Med Inform Assoc. 2012 .
Chaudhuri K, Sarwate AD, Sinha K. Near-Optimal Algorithms for Differentially-Private Principal Components. Neural Information Processing Systems (NIPS). 2012 .
Grando MA, Schwab R, Boxwala A, Alipanah N. Ontological approach for the management of informed consent permissions. 2nd IEEE Conference on Healthcare informatics, Imaging, and Systems Biology. 2012 .
Jiang X, Boxwala AA, El-Kareh R, Kim J, Ohno-Machado L. A patient-driven adaptive prediction technique to improve personalized risk estimation for clinical decision support. J Am Med Inform Assoc. 2012 ;19(e1):e137-e144.
Wu Y, Jiang X, Ohno-Machado L. Preserving Institutional Privacy in Distributed binary Logistic Regression. AMIA Annu Symp Proc. 2012 ;2012:1450-8.
Mohammed N, Jiang X, Chen R, Fung BCM, Ohno-Machado L. Privacy-preserving heterogeneous health data sharing. J Am Med Inform Assoc. 2012 .
Vinterbo SA, Sarwate AD, Boxwala AA. Protecting count queries in study design. J Am Med Inform Assoc. 2012 .
Wang S, Cui L, Que J, Choi D-H, Jiang X, Cheng S, Xie L. A Randomized Response Model For Privacy Preserving Smart Metering. IEEE Trans Smart Grid. 2012 ;3(2):1317-1324.
Jiang X, Kim J, Wu Y, Wang S, Ohno-Machado L. Selecting cases for whom additional tests can improve prognostication. AMIA Annu Symp Proc. 2012 ;2012:1260-8.
Gardner J, Xiong L, Xiao Y, Gao J, Post AR, Jiang X, Ohno-Machado L. SHARE: system design and case studies for statistical health information release. J Am Med Inform Assoc. 2012 .