Chih-Jen Lin () is Distinguished Professor of Computer Science at
National Taiwan University
National Taiwan University (NTU; ) is a public research university in Taipei, Taiwan.
The university was founded in 1928 during Japanese rule as the seventh of the Imperial Universities. It was named Taihoku Imperial University and served d ...
, and a leading researcher in
machine learning
Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence.
Machine ...
,
optimization
Mathematical optimization (alternatively spelled ''optimisation'') or mathematical programming is the selection of a best element, with regard to some criterion, from some set of available alternatives. It is generally divided into two subfi ...
, and
data mining. He is best known for the open source library
LIBSVM
LIBSVM and LIBLINEAR are two popular open source machine learning libraries, both developed at the National Taiwan University and both written in C++ though with a C API. LIBSVM implements the Sequential minimal optimization (SMO) algorithm for ...
, an implementation of
support vector machine
In machine learning, support vector machines (SVMs, also support vector networks) are supervised learning models with associated learning algorithms that analyze data for classification and regression analysis. Developed at AT&T Bell Laboratorie ...
s.
Biography
Chih-Jen Lin received his B.Sc. (1993) in Mathematics at National Taiwan University, and M.SE (1996) and Ph.D.(1998) in Operations at University of Michigan.
Awards and honors
*
ACM Fellow (2015)
[CHIH-JEN LIN ACM Fellows 2015]
/ref>
: ''For contributions to the theory and practice of machine learning and data mining.''
* AAAI
The Association for the Advancement of Artificial Intelligence (AAAI) is an international scientific society devoted to promote research in, and responsible use of, artificial intelligence. AAAI also aims to increase public understanding of artif ...
Fellow (2014) [AAAI Fellows Elected in 2014, Chih-Jen Lin, National Taiwan University]
/ref>
: ''For significant contributions to the field of machine learning, and the development of a widely used SVM software.''
* IEEE
The Institute of Electrical and Electronics Engineers (IEEE) is a 501(c)(3) professional association for electronic engineering and electrical engineering (and associated disciplines) with its corporate office in New York City and its operation ...
Fellow (2011)
: ''For contributions to support vector machine algorithms and software.''
Selected works
Software
* LIBSVM
LIBSVM and LIBLINEAR are two popular open source machine learning libraries, both developed at the National Taiwan University and both written in C++ though with a C API. LIBSVM implements the Sequential minimal optimization (SMO) algorithm for ...
implements the SMO algorithm for kernelized support vector machines
LIBSVM Homepage
Articles
*
References
External links
Chih-Jen Lin Google Scholar
h-index
The ''h''-index is an author-level metric that measures both the productivity and citation impact of the publications, initially used for an individual scientist or scholar. The ''h''-index correlates with obvious success indicators such as winn ...
is 63.
{{DEFAULTSORT:Lin, Chih-Jen
Academic staff of the National Taiwan University
Computer scientists
University of Michigan College of Engineering alumni
Living people
Scientists from Taipei
National Taiwan University alumni
Fellows of the Association for Computing Machinery
Fellows of the Association for the Advancement of Artificial Intelligence
Fellow Members of the IEEE
Machine learning researchers
Year of birth missing (living people)