A collaborative framework for Distributed Privacy-Preserving Support Vector Machine learning. AMIA Annu Symp Proc. 2012;2012:1350-9..
Doubly Optimized Calibrated Support Vector Machine (DOC-SVM): An Algorithm for Joint Optimization of Discrimination and Calibration. PLoS One. 2012;7(11):e48823..
Grid Binary LOgistic REgression (GLORE): building shared models without sharing data. J Am Med Inform Assoc. 2012..
I-spline Smoothing for Calibrating Predictive Models. AMIA Summits Transl Sci Proc. 2012;2012:39-46..
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..
Predicting accurate probabilities with a ranking loss. 29th International Conference on Machine Learning. 2012..
Preserving Institutional Privacy in Distributed binary Logistic Regression. AMIA Annu Symp Proc. 2012;2012:1450-8..
Privacy-preserving heterogeneous health data sharing. J Am Med Inform Assoc. 2012..
A Randomized Response Model For Privacy Preserving Smart Metering. IEEE Trans Smart Grid. 2012;3(2):1317-1324..
Selecting cases for whom additional tests can improve prognostication. AMIA Annu Symp Proc. 2012;2012:1260-8..
Semi-supervised object recognition using structure kernel. International Conference on Image Processing (ICIP) IEEE . 2012..
Shape-oriented graph cuts and graph matching feedback for silhouette tracking. Visual Communications and Image Processing . 2012..
SHARE: system design and case studies for statistical health information release. J Am Med Inform Assoc. 2012..
Anomaly and Signature Filtering Improve Classifier Performance For Detection Of Suspicious Access To EHRs. AMIA Annu Symp Proc. 2011;2011:723-31..
Calibrating predictive model estimates to support personalized medicine. J Am Med Inform Assoc. 2011..
iDASH: integrating data for analysis, anonymization, and sharing. J Am Med Inform Assoc. 2011..
Improving predictions in imbalanced data using pairwise expanded logistic regression. AMIA Annu Symp Proc. 2011;2011:625-34..
Quantifying Fine-Grained Privacy Risk and Representativeness in Medical Data. 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2011..
Smooth isotonic regression: a new method to calibrate predictive models. AMIA Joint Summit on Translational Science. 2011;2011:16-20..
Trends in biomedical informatics: most cited topics from recent years. J Am Med Inform Assoc. 2011;18 Suppl 1:i166-70..