Ongoing Projects and Research Interests:

• Distributed computing and Sequentiual methods (and their applications to federated learning, ensemble learning and so on)
• Applications of Sequential Methods in Analysis of Big Data
• Statistical Methods in Educational Projects
• ExCalibur: Education in Cloud Assisted Learning and Instruction for Balancing Urban-Rural resources
• ROC Curve Related Issues and Its Applications
• Active Learning, Reinforcement Learning from Statistical Perspectives
• Psychological and Educational Tests Related Topics
• Sequential Methods with Adaptive Designs/Adaptive Sampling in Clinical Trials/Machine Learning
• Previous National Science Council Projects

Academic/Administrative Services :

• Coordinator of Academia Sinica Data Science Statistical Cooperation Center (2018 ~ 2021)
• Member of Chief-Editors of Statistica Sinica (2017/08/01 ~ 2020/07/31)
• Member of the Board of Directors of International Chinese Statistical Association (ICSA) (2013 ~ 2015)
• 中國統計學報出版委員會委員(2012/08/01 ~2015/07/31)
• Member of Board of Director of IASC-ARS (The Asian Regional Section of the IASC) (2009 ~ 2015)
• Associate editor: Sequential Analysis Journal(2004 - present)
• Associate editor: Journal of Japanese Society of Computational Statistics (2007 ~ 2010)
• Guest Editor: Statistica Sinica Special Issue on "Data Mining and Machine Learning" ( 2006)
• Advisory Committee: Academia Sinica Computing Center (ASCC) (2005 - 2006)
• Managing Editor: Statistica Sinica (2005/August - 2008/July)
• Deputy director (1999, August to 2000, July).
• Committee of Art and Culture Activity ( 藝文活動推動委員會 ): Academia Sinica (2000 - 2007)
• Supervisor of Computing Lab., Inst. of Statistical Science, Academia Sinica (1995)

Workshops and Conferences: (serve as Organizer or Committee Member)

• The Second International Conference on the Interface between Statistics and Engineering, June 23 - 25, 2012.
• 2011 Taipei Symposium and 7th IASC-ARS Conference Dec. 16 ~ 19, 2011
• Statistics and Machine Learning Workshop V 2009 (成功大學 ) April 25-26, 2009
• Statistics and Machine Learning Workshop IV 2008 (高雄大學 ) March 29-30, 2008
• Statistics and Machine Learning Workshop III 2007 (宜蘭大學 ) March 29-April 1, 2007
• First International Workshop in Sequential Methodologies (2007) July 22 - Wednesday, July 25, 2007
• Machine Learning Summer School (2006) (Taipei, Taiwan)
• Statistics and Machine Learning Workshop II 2005 (谷關)
• Statistics and Machine Learning Workshop I 2004 (花蓮東華大學)

Teaching:

• Learning From Data
• Applications of Sequential Methods
• Adaptive Sampling
• Computational Statistics
• Generazlied Linear Models
• Introduction to Data Science and Big Data Analysis
• Guide to Classical Statistics Papers
• Statistical Learning:Kernel Methods In Statistics, Multivariate Analysis Via Kernel Methods, Statistics and Machine Learning, Introduction to Sequential Analysis, Statistical Computing (using R-language), Multivariate Analysis Linear Models and Generalized Linear Models

Research Group Web Sites:

• Group Seminar
• Statistical Learning Research Group (SLRg)