论文信息 - WebGLORE: a Web service for Grid LOgistic REgression

WebGLORE: a Web service for Grid LOgistic REgression

UNLABELLED WebGLORE is a free web service that enables privacy-preserving construction of a global logistic regression model from distributed datasets that are sensitive. It only transfers aggregated local statistics (from participants) through Hypertext Transfer Protocol Secure to a trusted server, where the global model is synthesized. WebGLORE seamlessly integrates AJAX, JAVA Applet/Servlet and PHP technologies to provide an easy-to-use web service for biomedical researchers to break down policy barriers during information exchange. AVAILABILITY AND IMPLEMENTATION http://dbmi-engine.ucsd.edu/webglore3/. WebGLORE can be used under the terms of GNU general public license as published by the Free Software Foundation.

[1] Cristina Nita-Rotaru,et al. A survey of attack and defense techniques for reputation systems , 2009, CSUR.

[2] Philip S. Yu,et al. Privacy-preserving data publishing: A survey of recent developments , 2010, CSUR.

[3] Xiaoqian Jiang,et al. EXpectation Propagation LOgistic REgRession (EXPLORER): Distributed privacy-preserving online model learning , 2013, J. Biomed. Informatics.

[4] Jihoon Kim,et al. Grid Binary LOgistic REgression (GLORE): building shared models without sharing data , 2012, J. Am. Medical Informatics Assoc..

[5] R. Harrison,et al. Early diagnosis of acute myocardial infarction using clinical and electrocardiographic data at presentation: derivation and evaluation of logistic regression models. , 1996, European heart journal.