Publications

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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.
Mehta SR, Vinterbo SA, Little SJ. Ensuring Privacy in the Study of Pathogen Genetics in the 21st Century. The Lancet Infectious Diseases. 2014 .
Menon AKrishna, Jiang XJ, Vembu S, Elkan C, Ohno-Machado L. Predicting accurate probabilities with a ranking loss. Mach Learn Int Conf Mach Learn. 2012 ;2012:703-710.
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.
Mohammed N, Wang S, Chen R, Jiang X. Private Genome Data Dissemination. In: Medical Data Privacy Handbook. Medical Data Privacy Handbook. Springer; 2015.
Mohammed N, Jiang X, Chen R, Fung BCM, Ohno-Machado L. Privacy-preserving heterogeneous health data sharing. J Am Med Inform Assoc. 2012 .
von Muhlen M, Ohno-Machado L. Reviewing social media use by clinicians. J Am Med Inform Assoc. 2012 ;19(5):777-81.
Myslín M, Zhu S-H, Chapman W, Conway M. Using twitter to examine smoking behavior and perceptions of emerging tobacco products. J Med Internet Res. 2013 ;15(8):e174.
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Sarkar IN, Butte AJ, Lussier YA, Tarczy-Hornoch P, Ohno-Machado L. Translational bioinformatics: linking knowledge across biological and clinical realms. J Am Med Inform Assoc. 2011 ;18(4):354-7.
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.
Shi E, Chmielecki J, Tang CM, Wang K, Heinrich MC, Kang G, Corless CL, Hong D, Fero KE, Murphy JD, et al. FGFR1 and NTRK3 actionable alterations in "Wild-Type" gastrointestinal stromal tumors. 2016 .
Shi H, Jiang C, Dai W, Jiang X, Tang Y, Ohno-Machado L. Secure Multi-pArty Computation Grid LOgistic REgression (SMAC-GLORE). BMC Medical Informatics and Decision Making. 2016 .
Shimizu C, Eleftherohorinou H, Wright VJ, Kim J, Alphonse MP, Perry JC, Cimaz R, Burgner D, Dahdah N, Hoang LT, et al. Genetic Variation in the SLC8A1 Calcium Signaling Pathway Is Associated with Susceptibility to Kawasaki Disease and Coronary Artery Abnormalities. 2016 .
Shimizu C, Sood A, Lau HD, Oharaseki T, Takahashi K, Krous HF, Campman S, Burns JC. Cardiovascular pathology in 2 young adults with sudden, unexpected death due to coronary aneurysms from Kawasaki disease in childhood. Cardiovasc Pathol. 2015 .
Shimizu C, Jain S, Davila S, Hibberd ML, Lin KO, Molkara D, Frazer JR, Sun S, Baker AL, Newburger JW, et al. Transforming growth factor-beta signaling pathway in patients with Kawasaki disease. Circ Cardiovasc Genet. 2011 ;4(1):16-25.
Shimizu C, Kim J, Stepanowsky P, Trinh C, Lau HD, Akers JC, Chen C, Kanegaye JT, Tremoulet A, Ohno-Machado L, et al. Differential expression of miR-145 in children with Kawasaki disease. PLoS One. 2013 ;8(3):e58159.
Shimizu C, Oharaseki T, Takahashi K, Kottek A, Franco A, Burns JC. The role of TGF-β and myofibroblasts in the arteritis of Kawasaki disease. Hum Pathol. 2012 .
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.
South BR, Mowery D, Suo Y, Leng J, Ferrández Ó, Meystre SM, Chapman WW. Evaluating the effects of machine pre-annotation and an interactive annotation interface on manual de-identification of clinical text. J Biomed Inform. 2014 ;50:162-72.
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.
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Wang M, Ji Z, Wang S, Kim J, Yang H, Jiang X, Ohno-Machado L. Mechanisms to Protect the Privacy of Families When Using the Transmission Disequilibrium Test in Genome-Wide Association Studies. Bioinformatics. 2017 .
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.
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.
Wang B, Xiong H, Jiang X, Ling F. SEMI-SUPERVISED OBJECT RECOGNITION USING STRUCTURE KERNEL. Proc Int Conf Image Proc. 2012 :2157-2160.
Wang S, Wang L, Afef D, Rathi L, Shen L, Jiang X, Wang W. PALME : PAtients Like My gEnome Server Backend MongoDB database. In: AMIA Summit on Translational Bioinformatics. AMIA Summit on Translational Bioinformatics. ; 2016.
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.
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.
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.
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.
Wang S, Jiang X, Singh S, Marmor R, Bonomi L, Fox D, Dow M, Ohno-Machado L. Genome privacy: challenges, technical approaches to mitigate risk, and ethical considerations in the United States. 2016 .
Wang S, Bonomi L, Dai W, Chen F, Cheung C, Bloss CS, Jiang X, Cheng S. Big Data Privacy in Biomedical Research. IEEE Transactions on Big Data. 2016 .
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.
Wang S, Wang X, Jiang X, Tang H, Bu D, Carey K, Dyke SOM, Fox D, Jiang C, Lauter K, et al. A community effort to protect genomic data sharing, collaboration and outsourcing. NPJ Genomic Medicine. 2017 ;2.
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.
Wei W, Demner-Fushman D, Wang S, Jiang X, Ohno-Machado L. Ranking Medical Subject Headings using a factor graph model. AMIA Jt Summits Transl Sci Proc. 2015 .
Wu Y, Jiang X, Ohno-Machado L. Preserving Institutional Privacy in Distributed binary Logistic Regression. AMIA Annu Symp Proc. 2012 ;2012:1450-8.
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, Kim J, Ohno-Machado L. I-spline Smoothing for Calibrating Predictive Models. AMIA Summits Transl Sci Proc. 2012 ;2012:39-46.
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.
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.

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