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Jinwen Ma
Mathematical Sciences
Peking University
Beijing
Language: Chinese, English
Contact
Neural Networks Machine Learning Data Analysis Computational Models Algorithm Development Statistical Methods Data Processing Genomic Data Predictive Modeling Classification Algorithms
Areas of Focus
  • Neural Computing
  • Pattern Recognition
  • Image Processing
  • Big Data Mining
  • Bioinformatics
Work Experience
  • 2001.9- Professor, Peking University School of Mathematical Sciences
  • 2011.9-2012.2 Scientist, Methodist Hospital Research Institute, USA
  • 2005.9-2006.8 Research Scientist, RIKEN Brain Science Institute, Japan
  • 2000.7-2000.12 Researcher, Chinese University of Hong Kong
  • 1995.9-1996.7 Associate Researcher, Chinese University of Hong Kong
  • 1992.7-2001.8 Lecturer to Professor, Shantou University
Academic Background & Achievements
  • 1992 PhD in Science, Nankai University
  • 1988 Master of Science, Xi'an Jiaotong University
  • 1983 Bachelor of Science, Shaanxi Normal University
Publications
  • Simplex memory neural networks, Jinwen Ma, 1997
  • The stability of the generalized Hopfield networks in randomly asynchronous mode, Jinwen Ma, 1997
  • Asymptotic convergence rate of the EM algorithm for Gaussian mixtures, Jinwen Ma, Lei Xu and Michael I. Jordan, 2000
  • A hybrid neural network of addressable and content-addressable memory, Jinwen Ma, 2003
  • A gradient BYY harmony learning rule on Gaussian mixture with automated model selection, Jinwen Ma, Taijun Wang, and Lei Xu, 2004
  • Asymptotic convergence properties of the EM algorithm with respect to the overlap in the mixture, Jinwen Ma and Lei Xu, 2005
  • On the correct convergence of the EM algorithm for Gaussian mixtures, Jinwen Ma and Shuqun Fu, 2005
  • A cost function approach to rival penalized Competitive learning (RPCL), Jinwen Ma and Taijun Wang, 2006
  • The BYY annealing learning algorithm for Gaussian mixture with automated model selection, Jinwen Ma and Jianfeng Liu, 2007
  • Parameter estimation of Poisson mixture with automated model selection through BYY harmony learning, Jinwen Ma, Jianfeng Liu and Zhijie Ren, 2009
Awards
  • 2022.07 Contribution Award for 70 Years of Peking University's Education for International Students
  • 2021.06 Third Prize, Yangzhou Economic and Technological Development Zone Entrepreneurship Competition
  • 2020.12 Best Paper at the 15th IEEE International Conference on Signal Processing (ICSP 2020)
  • 2019.09 Peking University Teaching Excellence Award 2019
  • 2019.05 Sixth Outstanding Science and Technology Worker of the Chinese Institute of Electronics
  • 2019.04 Best Paper Award at the 19th National Conference on Signal Processing
  • 2016.06 Outstanding Paper Award 2015 by China Science and Technology Paper Online
  • 2015.09 Second Advanced Individual in Industry-University-Research Cooperation, Peking University
  • 2012.07 Outstanding Doctoral Dissertation Supervisor, Peking University
  • 2011.12 Third Prize in Military Science and Technology Progress by PLA General Equipment Department
  • 2010.10 IEEE Award for International Exchange
  • 2010.07 Outstanding Doctoral Dissertation Supervisor, Peking University
  • 2009.08 Best Paper Award at the 14th National Conference on Signal Processing
  • 2009.11 Peking University Zhengda Teaching Award 2009
  • 2007.08 Best Paper Award at the 13th National Conference on Signal Processing
  • 2003.11 Zhou Peiyuan Mathematics Teaching Award, Peking University
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