Yuh Jye Lee

• 李育杰
• Professor at Department of Applied Mathematic at National Chiao Tung University
• Office: SA 240
• yuhjye@math.nctu.edu.tw
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Research

My research interests are Data Mining, Machine Learning and Mathematical Programming. I develop the new algorithms for data mining problems such classification, clustering and regression (linear and nonlinear). Using methodologies such as support vector machines, chunking and smoothing techniques allows us to get a very robust solution (prediction) for large datasets. I also apply these methods to solve many real world problems. An important aspect of my research is the use of data mining techniques in breast cancer prognosis.

My areas of research include:

• Supervised and unsupervised learning
• Multicategory learning
• Support vector machines
• Smooth technique for SVM
• Large-scale nonlinear SVM
• Medical application: Breast cancer prognosis

CV

Professional info

Professor

February 2013 - present

Dept. of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taiwan

Principal Investigator

March 2012 - present

Intel-NTU Connected Context Computing Center, National Taiwan University, Taiwan

Previous work experience

Assistant Professor

August 2007 – January 2013

Dept. of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taiwan

Assistant Professor

August 2002 – July 2007

Dept. of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taiwan

Assistant Professor

August 2001 – July 2002

Dept. of Computer Science and Information Engineering, National Chung Cheng University, Taiwan

Adjunct Assistant Professor

August 2005– July 2006

Dept. of Applied Mathematics Providence University, Taiwan

Research Assistant

1998 – 2001

Dept. of Computer Sciences, University of Wisconsin at Madison, USA

Teaching Assistant

1996 – 2001

Dept. of Computer Sciences, University of Wisconsin at Madison, USA

Education

1995-2001

Ph.D. in Computer Sciences, University of Wisconsin at Madison, U.S.A.

1990-1992

M.Sc. in Applied Mathematics, National Tsing Hua University, Taiwan

1986-1990

B.Sc. in Applied Mathematics, Chinese Culture University, Taiwan

Honours and Awards

2010 ELSEVIER

2005 2010 Top Cited Paper Award

2010 NTUST

Excellent Research Award

2009 NTUST

Excellent Research Award

2008 NTUST

Outstanding Teaching Award

2007 NTUST

Excellent Teaching Award

2006 NTUST

Excellent Teaching Award