俞声

yusheng

俞声

助理教授

研究方向:医学统计、自然语言处理、电子病历数据分析、医学知识提取、临床决策支持。

地址:清华大学伟清楼209-A室

电话:010-62783842

邮箱:syu@tsinghua.edu.cn

Background
  • 乔治华盛顿大学系统工程(运筹学)博士
  • 哈佛大学博士后(2012-2015)
  • 布莱根妇女医院研究员(2012-2015)
  • 清华大学统计学研究中心助理教授(2015-)
TEACHING
  • 《数据科学导论》
  • 《数据挖掘中的统计方法》
  • 《大数据计算》
PATENTS
  • 搜索引擎专利《信息检索方法和装置》,根据病历中语意精确寻找符合查询语意的电子病历。专利号:ZL 201310200430.3。发明人:俞声。
Selected Publications
  • Victor M. Castro, Dmitriy Dligach, Sean Finan, Sheng Yu, Anil Can, Muhammad Abd-El-Barr, Vivian Gainer, Nancy A. Shadick, Shawn Murphy, Tianxi Cai, Guergana Savova, Scott T. Weiss, Rose Du*; Large-scale identification of subjects with cerebral aneurysms using natural language processing; Neurology (2016): 10-1212; Impact factor 8.17.
  • Florence H. Yong, Lu Tian, Sheng Yu, Tianxi Cai and L.J. Wei. Optimal stratification in outcome prediction using baseline information; Biometrika, 103.4 (2016): 817-828; Impact factor 1.13.
  • Sheng Yu*, Abhishek Chakrabortty, Katherine P. Liao, Tianrun Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Tianxi Cai. Surrogate-assisted Feature Extraction for High-throughput Phenotyping; Journal of the American Medical Informatics Association (2016); doi: 10.1093/jamia/ocw135; 医学信息学顶刊, impact factor 3.504.
  • Cai, Tianrun, Andreas A. Giannopoulos, Sheng Yu, Tatiana Kelil,Beth Ripley, Kanako K. Kumamaru, Frank J. Rybicki, and Dimitrios Mitsouras*. Natural Language Processing Technologies in Radiology Research and Clinical Applications. RadioGraphics, 36, no. 1 (2016): 176-191. Impact factor: 2.602.
  • Sheng Yu*, Katherine P. Liao, Stanley Y. Shaw, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac Kohane, and Tianxi Cai. Toward High-throughput Phenotyping: Unbiased Automated Feature Extraction and Selection from Knowledge Sources; Journal of the American Medical Informatics Association, 22(5):993-1000; doi: 10.1093/jamia/ocv034; 医学信息学顶刊, impact factor 3.504; 获选 EDITOR’S CHOICE.
  • Castro, V., Shen, Y., Yu, S., Finan, S., Pau, C.T., Gainer, V., Keefe, C.C., Savova, G., Murphy, S.N., Cai, T. and Welt, C.K.*. Identification of subjects with polycystic ovary syndrome using electronic health records. Reproductive Biology and Endocrinology, 13(1), p.116. Impact factor 2.226.
  • Sheng Yu*, Kanako K. Kumamaru, Elizabeth George, Ruth M. Dunne, Arash Bedayat, Matey Neykov, Andetta R. Hunsaker, Karin E. Dill, Tianxi Cai, and Frank J. Rybicki. Classification of CT Pulmonary Angiography Reports By Presence, Chronicity, and Location of Pulmonary Embolism with Natural Language Processing; Journal of Biomedical Informatics, 52 (2014): 386-393; Impact factor 2.194.