Difference between revisions of "Wee Sun Lee"
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'''Wee Sun Lee''',<ref>Lee Wee Sun in Asian standard template [LAST NAME][FIRST NAME]</ref><br/> | '''Wee Sun Lee''',<ref>Lee Wee Sun in Asian standard template [LAST NAME][FIRST NAME]</ref><br/> | ||
a Singaporean computer scientist and professor at the department of computer science of [https://en.wikipedia.org/wiki/National_University_of_Singapore National University of Singapore]. | a Singaporean computer scientist and professor at the department of computer science of [https://en.wikipedia.org/wiki/National_University_of_Singapore National University of Singapore]. | ||
+ | He holds a Ph.D. in computer science from [[Australian National University]] in 1996 with the thesis title ''Agnostic Learning and Single Hidden Layer Neural Networks'' under supervision of [[Mathematician#PBartlett|Peter Bartlett]] and [[#RCWilliamson|Robert C. Williamson]]. | ||
His research interests include [[Learning|machine learning]] theory and applications, and [[Planning|planning]] under uncertainty. Along with his Ph.D. student [[Yew Jin Lim]], he published on [[Pruning|Forward Pruning]] in [[Search|Game-Tree Search]], in particular on [[RankCut]]. | His research interests include [[Learning|machine learning]] theory and applications, and [[Planning|planning]] under uncertainty. Along with his Ph.D. student [[Yew Jin Lim]], he published on [[Pruning|Forward Pruning]] in [[Search|Game-Tree Search]], in particular on [[RankCut]]. | ||
=Selected Publications= | =Selected Publications= | ||
<ref>[http://www.comp.nus.edu.sg/%7Eleews/publications/publications.html Lee Wee Sun - Publications]</ref> <ref>[https://dblp.uni-trier.de/pers/hd/l/Lee:Wee_Sun.html dblp: Wee Sun Lee]</ref> | <ref>[http://www.comp.nus.edu.sg/%7Eleews/publications/publications.html Lee Wee Sun - Publications]</ref> <ref>[https://dblp.uni-trier.de/pers/hd/l/Lee:Wee_Sun.html dblp: Wee Sun Lee]</ref> | ||
− | == | + | ==1995 ...== |
− | * [[Wee Sun Lee]] ('''1996'''). ''Agnostic Learning and Single Hidden Layer Neural Networks | + | * [[Wee Sun Lee]], [[Mathematician#PBartlett|Peter Bartlett]], [[#RCWilliamson|Robert C. Williamson]] ('''1995'''). ''On Efficient Agnostic Learning of Linear Combinations of Basis Functions''. [https://dblp.uni-trier.de/db/conf/colt/colt1995.html COLT 1995], [http://users.cecs.anu.edu.au/~williams/papers/P68.pdf pdf] |
+ | * [[Wee Sun Lee]], [[Mathematician#PBartlett|Peter Bartlett]], [[#RCWilliamson|Robert C. Williamson]] ('''1996'''). ''The Importance of Convexity in Learning with Squared Loss''. [https://dblp.uni-trier.de/db/conf/colt/colt1996.html COLT 1996], [http://users.cecs.anu.edu.au/~williams/papers/P77.pdf pdf] | ||
+ | * [[Wee Sun Lee]] ('''1996'''). ''Agnostic Learning and Single Hidden Layer Neural Networks''. Ph.D. thesis, [[Australian National University]], [http://www.comp.nus.edu.sg/~leews/publications/thesis.ps ps] | ||
* [[Robert Schapire]], [[Yoav Freund]], [[Mathematician#PBartlett|Peter Bartlett]], [[Wee Sun Lee]] ('''1998'''). ''Boosting the margin: A new explanation for the effectiveness of voting methods''. [https://en.wikipedia.org/wiki/Annals_of_Statistics Annals of Statistic], [https://www.cc.gatech.edu/~isbell/tutorials/boostingmargins.pdf pdf] | * [[Robert Schapire]], [[Yoav Freund]], [[Mathematician#PBartlett|Peter Bartlett]], [[Wee Sun Lee]] ('''1998'''). ''Boosting the margin: A new explanation for the effectiveness of voting methods''. [https://en.wikipedia.org/wiki/Annals_of_Statistics Annals of Statistic], [https://www.cc.gatech.edu/~isbell/tutorials/boostingmargins.pdf pdf] | ||
* [[Wee Sun Lee]] ('''1999'''). ''Edge Adaptive Prediction for Lossless Image Coding''. [https://dblp.uni-trier.de/db/conf/dcc/dcc99.html Data Compression Conference 1999], [https://www.comp.nus.edu.sg/~leews/publications/dcc99.pdf pdf] | * [[Wee Sun Lee]] ('''1999'''). ''Edge Adaptive Prediction for Lossless Image Coding''. [https://dblp.uni-trier.de/db/conf/dcc/dcc99.html Data Compression Conference 1999], [https://www.comp.nus.edu.sg/~leews/publications/dcc99.pdf pdf] |
Revision as of 23:00, 23 May 2019
Wee Sun Lee,[2]
a Singaporean computer scientist and professor at the department of computer science of National University of Singapore.
He holds a Ph.D. in computer science from Australian National University in 1996 with the thesis title Agnostic Learning and Single Hidden Layer Neural Networks under supervision of Peter Bartlett and Robert C. Williamson.
His research interests include machine learning theory and applications, and planning under uncertainty. Along with his Ph.D. student Yew Jin Lim, he published on Forward Pruning in Game-Tree Search, in particular on RankCut.
Contents
Selected Publications
1995 ...
- Wee Sun Lee, Peter Bartlett, Robert C. Williamson (1995). On Efficient Agnostic Learning of Linear Combinations of Basis Functions. COLT 1995, pdf
- Wee Sun Lee, Peter Bartlett, Robert C. Williamson (1996). The Importance of Convexity in Learning with Squared Loss. COLT 1996, pdf
- Wee Sun Lee (1996). Agnostic Learning and Single Hidden Layer Neural Networks. Ph.D. thesis, Australian National University, ps
- Robert Schapire, Yoav Freund, Peter Bartlett, Wee Sun Lee (1998). Boosting the margin: A new explanation for the effectiveness of voting methods. Annals of Statistic, pdf
- Wee Sun Lee (1999). Edge Adaptive Prediction for Lossless Image Coding. Data Compression Conference 1999, pdf
2000 ...
- Wee Sun Lee (2000). Trees, Windows, and Tiles for Wavelet Image Compression. Data Compression Conference 2000
- Wee Sun Lee (2001). Collaborative Learning and Recommender Systems. ICML 2001, pdf
- Wee Sun Lee, Bing Liu (2003). Learning with Positive and Unlabeled Examples Using Weighted Logistic Regression. ICML 2003, pdf
- Yew Jin Lim, Wee Sun Lee (2006). Properties of Forward Pruning in Game-Tree Search, AAAI 2006, pdf
- Yew Jin Lim, Wee Sun Lee (2006). RankCut - A Domain Independent Forward Pruning Method for Games. AAAI 2006, pdf
2010 ...
- Haoyu Bai, David Hsu, Wee Sun Lee, Ngo Anh Vien (2010). Monte Carlo Value Iteration for Continuous-State POMDPs. WAFR 2010, pdf
- Truong-Huy Dinh Nguyen, Wee Sun Lee, Tze-Yun Leong (2012). Bootstrapping Monte Carlo Tree Search with an Imperfect Heuristic. arXiv:1206.5940
- Truong-Huy Dinh Nguyen, Tomi Silander, Wee Sun Lee, Tze-Yun Leong (2014). Bootstrapping Simulation-Based Algorithms with a Suboptimal Policy. ICAPS 2014, YouTube Video
- Zhan Wei Lim, David Hsu, Wee Sun Lee (2017). Shortest Path under Uncertainty: Exploration versus Exploitation. UAI 2017, pdf
External Links
References
- ↑ Lee Wee Sun's Homepage
- ↑ Lee Wee Sun in Asian standard template [LAST NAME][FIRST NAME]
- ↑ Lee Wee Sun - Publications
- ↑ dblp: Wee Sun Lee