Publications

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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.
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Jiang X, Osl M, Kim J, Ohno-Machado L. Calibrating predictive model estimates to support personalized medicine. J Am Med Inform Assoc. 2011.
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.
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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.
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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.
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Ohno-Machado L, Bafna V, Boxwala AA, Chapman BE, Chapman WW, Chaudhuri K, Day ME, Farcas C, Heintzman ND, Jiang X. iDASH: integrating data for analysis, anonymization, and sharing. J Am Med Inform Assoc. 2011.
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.
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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.
Menon AK, Jiang X, Vembu S, Elkan C, Ohno-Machado L. Predicting accurate probabilities with a ranking loss. 29th International Conference on Machine Learning. 2012.
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.
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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.
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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.
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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.
Wang B, Xiong H, Jiang X, Ling F. Semi-supervised object recognition using structure kernel. International Conference on Image Processing (ICIP) IEEE . 2012.
Zhu Q, Xiong H, Jiang X. Shape-oriented graph cuts and graph matching feedback for silhouette tracking. Visual Communications and Image Processing . 2012.
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.
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.
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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.