Publications

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Conference Proceedings
Kim J, Grillo JM, Boxwala AA, Jiang X, Mandelbaum RB, Patel BA, Mikels D, Vinterbo SA, Ohno-Machado L. Anomaly and Signature Filtering Improve Classifier Performance For Detection Of Suspicious Access To EHRs. AMIA Annu Symp Proc. 2011 ;2011:723-31.
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.
Jiang X, El-Kareh R, Ohno-Machado L. Improving predictions in imbalanced data using pairwise expanded logistic regression. AMIA Annu Symp Proc. 2011 ;2011:625-34.
Wu Y, Jiang X, Kim J, Ohno-Machado L. I-spline Smoothing for Calibrating Predictive Models. AMIA Summits Transl Sci Proc. 2012 ;2012:39-46.
Wu Y, Jiang X, Ohno-Machado L. Preserving Institutional Privacy in Distributed binary Logistic Regression. AMIA Annu Symp Proc. 2012 ;2012:1450-8.
Jiang X, Cheng S, Ohno-Machado L. Quantifying Fine-Grained Privacy Risk and Representativeness in Medical Data. 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2011 .
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.
Zhu Q, Xiong H, Jiang X. Shape-oriented graph cuts and graph matching feedback for silhouette tracking. Visual Communications and Image Processing . 2012 .
Jiang X, Osl M, Kim J, Ohno-Machado L. Smooth isotonic regression: a new method to calibrate predictive models. AMIA Joint Summit on Translational Science. 2011 ;2011:16-20.
Journal Article
Cui L, Wang S, Jiang X, Cheng S. Adaptive Distributed Video Coding with Correlation Estimation using Expectation Propagation. Proc SPIE. 2012 ;8499.
Jiang X, Osl M, Kim J, Ohno-Machado L. Calibrating predictive model estimates to support personalized medicine. J Am Med Inform Assoc. 2011 .
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.
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.
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.
Li P, Wang S, Kim J, Xiong H, Ohno-Machado L, Jiang X. DNA-COMPACT: DNA COMpression based on a pattern-aware contextual modeling technique. PLoS One. 2013 ;8(11):e80377.
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.
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.
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.
Wang S, Kim J, Jiang X, Brunner SF, Ohno-Machado L. GAMUT: GPU accelerated microRNA analysis to uncover target genes through CUDA-miRanda. BMC Med Genomics. 2014 ;7 Suppl 1:S9.
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 .
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.
Wang S, Zhang Y, Dai W, Lauter K, Kim M, Tang Y, Xiong H, Jiang X. HEALER: homomorphic computation of ExAct Logistic rEgRession for secure rare disease variants analysis in GWAS. Bioinformatics. 2016 ;32(2):211-8.
Li P, Jiang X, Wang S, Kim J, Xiong H, Ohno-Machado L. HUGO: Hierarchical mUlti-reference Genome cOmpression for aligned reads. J Am Med Inform Assoc. 2014 ;21(2):363-73.
Ohno-Machado L, Bafna V, Boxwala AA, Chapman BE, Chapman WW, Chaudhuri K, Day ME, Farcas C, Heintzman ND, Jiang X, et al. iDASH: integrating data for analysis, anonymization, and sharing. J Am Med Inform Assoc. 2011 .
Roozgard A, Barzigar N, Wang S, Jiang X, Ohno-Machado L, Cheng S. Nucleotide sequence alignment using sparse coding and belief propagation. Conf Proc IEEE Eng Med Biol Soc. 2013 ;2013:588-91.
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.
Doan S, Lin K-W, Conway M, Ohno-Machado L, Hsieh A, Feupe SF, Garland A, Ross MK, Jiang X, Farzaneh S, et al. PhenDisco: phenotype discovery system for the database of genotypes and phenotypes. J Am Med Inform Assoc. 2013 .
Stepanowsky P, Levy E, Kim J, Jiang X, Ohno-Machado L. Prediction of MicroRNA Precursors Using Parsimonious Feature Sets. Cancer Inform. 2014 ;13(Suppl 1):95-102.
Li H, Xiong L, Ohno-Machado L, Jiang X. Privacy preserving RBF kernel support vector machine. Biomed Res Int. 2014 ;2014:827371.
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.
Mohammed N, Jiang X, Chen R, Fung BCM, Ohno-Machado L. Privacy-preserving heterogeneous health data sharing. 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, Tse K, Wang S, Doan S, Kim H, Ohno-Machado L. Recent trends in biomedical informatics: a study based on JAMIA articles. J Am Med Inform Assoc. 2013 .
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.
Wang B, Xiong H, Jiang X, Ling F. SEMI-SUPERVISED OBJECT RECOGNITION USING STRUCTURE KERNEL. Proc Int Conf Image Proc. 2012 :2157-2160.
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 .
Wang S, Jiang X, Chen F, Cui L, Cheng S. Streamlined Genome Sequence Compression using Distributed Source Coding. Cancer Inform. 2014 ;13(Suppl 1):123-31.
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.
Meeker D, Jiang X, Matheny ME, Farcas C, D'Arcy M, Pearlman L, Nookala L, Day ME, Kim KK, Kim H, et al. A system to build distributed multivariate models and manage disparate data sharing policies: implementation in the scalable national network for effectiveness research. J Am Med Inform Assoc. 2015 ;22(6):1187-95.
Yan S, Jiang X, Chen Y. Text Mining Driven Drug-Drug Interaction Detection. Proceedings (IEEE Int Conf Bioinformatics Biomed). 2013 :349-355.
Han D, Wang S, Jiang C, Jiang X, Kim H-E, Sun J, Ohno-Machado L. Trends in biomedical informatics: automated topic analysis of JAMIA articles. J Am Med Inform Assoc. 2015 ;22(6):1153-63.
Kim H-E, Jiang X, Kim J, Ohno-Machado L. Trends in biomedical informatics: most cited topics from recent years. J Am Med Inform Assoc. 2011 ;18 Suppl 1:i166-70.
Kim H, Ohno-Machado L, Oh J, Jiang X. Trends in publication of nursing informatics research. AMIA Annu Symp Proc. 2014 ;2014:805-14.
Li Y, Jiang X, Wang S, Xiong H, Ohno-Machado L. VERTIcal Grid lOgistic regression (VERTIGO). J Am Med Inform Assoc. 2015 .
Jiang W, Li P, Wang S, Wu Y, Xue M, Ohno-Machado L, Jiang X. WebGLORE: A Webservice for Grid LOgistic REgression. Bioinformatics. 2013 .
Wang S, Jiang X, Ji Z, El-Kareh R, Choi J, Kim H. When you can't tell when it hurts: a preliminary algorithm to assess pain in patients who can't communicate. AMIA Annu Symp Proc. 2013 ;2013:1429-37.