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About CLLab

CLLab works on machine learning, the study that allows computational systems to adaptively improve their performance with experience accumulated from the data observed—external examples, feedback of the environment, or other pieces of information. The importance of machine learning is rapidly and continuously growing with collaboration opportunities on a broad spectrum of applications inside and outside of computer science. In multimedia, machines can learn to construct semantic structures of digital contents to help users in their search for the desired scene. In architecture, machines can learn to effectually manage computing resources, such as the laptop battery, based on the working pattern of the owner. In bioinformatics, machines can learn to identify cancer genes and suggest promising medicines. In e-commerce, machines can learn the preference of each individual customer and show targeted advertisements.

Fundamental machine learning research is driven by the following three major questions (directions):

  • How broadly can machines learn? (application)
  • How efficiently can machines learn? (algorithm)
  • How precisely can machines learn? (theory)

Research in CLLab usually starts from one of the directions above and then extends freely to other interconnected directions. Our goal is to develop state-of-the-art tools for various learning tasks based on sound theoretical principles. Some of our ongoing success stories include studies on multi-label classification, ranking and cost-sensitive classification. We are also active participants in recent data mining and machine learning competitions.

Feel free to send an email to if you are interested in joining the CLLab!

News

  • (2014/12/23) Congratulations to Hsuan-Tien on offering his second MOOC https://www.coursera.org/course/ntumltwo on Machine Learning Techniques.
  • (2014/12/14) Congratulations to Chun-Yen and Hsuan-Tien for getting an AAAI 2015 Workshop on Computer Poker and Imperfect Information paper accepted.
  • (2014/12/09) Congratulations to Wei-Ning and Hsuan-Tien for getting an AAAI 2015 paper accepted.
  • (2014/10/07) Congratulations to Ku-Chun, Chao-Kai and Hsuan-Tien for getting two ACML 2014 papers accepted.
  • (2014/08/xx) Congratulations to Hsuan-Tien on being a proud dad of two kids.
  • (2014/07/04) Congratulations to Chun-Yen and Han-Jay for passing the MS oral exam.
  • (2014/06/20) Congratulations to Yao-Yuan for getting his undergraduate research proposals approved by the NSC.
  • (2013/12/21) Congratulations to Yu-Cheng and Hsuan-Tien for getting an PAKDD 2014 paper accepted.
  • (2013/12/12) Congratulations to Shang-Tse, Chun-Liang and Hsuan-Tien for getting two ICML 2014 papers accepted.
  • (2013/12/10) Congratulations to Chao-Kai for passing the Ph.D. oral exam.
  • (2013/11/26) Congratulations to Hsuan-Tien on offering his first MOOC https://www.coursera.org/course/ntumlone on Machine Learning Foundations.
  • (2013/08/11) Congratulations to Kuan-Hao, Chun-Liang and Hsuan-Tien for being part of the team that wins track-1 and track-2 champions of KDDCup 2013.
  • (2013/08/09) Congratulations to Hsuan-Tien for getting the T.-Y. Wu Memorial Award from National Science Council of Taiwan.
  • (2013/07/13) Congratulations to Hsuan-Tien on getting the NTU Outstanding Mentoring Award.
  • (2013/07/09) Congratulations to Ya-Hsuan, Yu-Cheng, Wei-Yuan, Chun-Liang and Ku-Chun for passing the MS oral exam.
  • (2013/07/04) Congratulations to Han-Jay for getting the fourth place at the world final of ACM ICPC this year.
  • (2013/06/20) Congratulations to Kuan-Hao for getting his undergraduate research proposals approved by the NSC.
  • (2013/06/16) Congratulations to Chun-Sung and Hsuan-Tien for getting a IEEE Transactions on Neural Networks and Learning Systems paper accepted.
  • (2013/04/30) Congratulations to Chao-Kai for getting a COLT 2013 paper accepted.
  • (2013/01/16) Congratulations to Yu-Xun, Ming-Feng and Hsuan-Tien for getting a Information Retrieval paper accepted.

Learners

Absolute Learner

Associate Learner (a.k.a. Ph.D. students)

Assistant Learner (a.k.a. M.S. students)

  • You-Lin Tsou (2015.02–; Active 2014.02–2015.01)
  • Hong-Min Chu (2015.07–; Active 2014.02–2015.06)
  • Hsien-Chun Chiu (2015.07–; Active 2014.12–2015.06)
  • Si-An Chen (2016.07–; Active 2014.12–2016.06)
  • Cheng-Yu Hsieh (2016.02–; Active)
  • Yu-Shao Peng (2016.07–)
  • Boyo Chen (2016.06–)

Active Learner (a.k.a. undergraduate students)

  • Yao-Yuan Yang (2013.08–)
  • Yu-Jeng Fang (2014.02–)
  • Chin-Huang Lin (2014.07–)
  • Chih-Kuan Yeh (2015.04–)
  • Yu-Ting Chou (2016.06–)
  • Chia-You Chen (2017.03–)

Attentive Learner (a.k.a. research assistants)

  • Tung-En Wu (2014.10–)

Alumni Learner

  • Han-Hsing Tu (Assistant 2008.08–2009.07; Attentive 2009.08–2011.02; now in Cellopoint)
  • KenYi Lin (Assistant 2008.09–2010.07; now in Delta IOT)
  • Chia-Hsuan Wang (Active 2009.02–2010.06; now a PhD student at Johns Hopkins)
  • Joseph Wen (Active 2009.05–2010.06; now in Google, USA after graduating with an MS from Stanford)
  • Shang-Tse Chen (Active 2009.05–2010.06; joint RA with Academia Sinica 2011.07–2013.06; now a PhD student at Georgia Institute of Technology)
  • Farbound Tai (Attentive 2009.05–2010.07; now in Amazon)
  • Te-Kang Jan (Attentive 2010.08–2011.04; Assistant 2008.09–2010.07; now an RA at Academia Sinica)
  • Chen-Wei Hung (Assistant 2009.09–2011.08; now in Ebisol Japan)
  • Yu-Xun Ruan (Assistant 2009.09–2011.08; now in Vivotek)
  • Kuan-Sung Huang (Active 2010.05–2011.06; joint RA with Academia Sinica 2013.07–2015.06; now a Ph.D. student at UCSC)
  • Yi-Wen Huang (Assistant 2012.07–2012.09; Active 2011.06–2012.06)
  • Chun-Sung Ferng (Assistant 2010.07–2012.06; Active 2009.02–2010.06; now in Google Japan)
  • Yao-Nan Chen (Assistant 2010.07–2012.06; Active 2009.05–2010.06; now in Yahoo! Taiwan)
  • Polone Chen (Assistant 2010.07–2012.06; Active 2009.08–2010.06; now in Facebook)
  • Ku-Chun Chou (Assistant 2010.05–2013.07; now in Bridgewell)
  • Yu-Cheng Chou (Assistant 2011.07–2013.07; Active 2010.03–2011.06; now in Yahoo! Taiwan)
  • Wei-Yuan Shen (Assistant 2011.07–2013.07; Active 2010.05–2011.06; now in Appier)
  • Ya-Hsuan Chang (Assistant 2011.07–2013.07; Active 2010.06–2011.06; now in Bridgewell)
  • Chun-Liang Li (Assistant 2012.07–2013.07; Active 2011.01–2012.06; now a PhD student at Carnegie Mellon University)
  • Dr. Chao-Kai Chiang (Associate 2008.09–2013.12; co-advise with Dr. Chi-Jen Lu at IIS Sinica; now a postdoc at University of Leoben)
  • Hsuan-Li Ren (Active 2013.08–2014.01)
  • Chun-Yen Ho (Assistant 2012.07–2014.06; Active 2010.07–2012.06; now in Yahoo! Taiwan)
  • Han-Jay Yang (Assistant 2012.07–2014.06; Active 2012.02–2012.06; now in Yahoo! Taiwan)
  • Wei-Ning Hsu (Active 2013.08–2014.06; now a PhD student at MIT)
  • Meng-Huan Yu (Active 2013.08–2014.12)
  • Sheng-Chi You (Assistant 2013.07–2015.06; now in Synopsys)
  • Chih-Wei Chang (Active 2014.02–2015.06, now a MS student at Carnegie Mellon University)
  • Shao-Chuan Lee (Active 2014.07–2015.07)
  • Yi-Hung Huang (Associate 2009.10–2015.12; co-advise with Dr. Chun-Nan Hsu at IIS Sinica)
  • Ian Lin (Assistant 2014.02–2016.01; Active 2013.02–2014.01; now in Appier)
  • Yu-Ping Wu (Assistant 2014.02–2016.01; Active 2013.08–2014.01)
  • Kuan-Hao Huang (Assistant 2014.07–2016.06; Active 2012.06–2014.06)
  • Kuo-Hsuan Lo (Assistant 2014.04–2017.01)
  • Yu-An Chung (Assistant 2016.10–2017.02; Active 2013.08–2016.06; now a PhD student at MIT)

Affiliate Learner

  • Ming-Feng Tsai (2008.09–2009.08 from NTU CSIE Natural Language Processing Laboratory; now an Assistant Professor at National Cheng-Chi University)
  • Yu-Chiao Huang (Cloud Computing Program, 2011.03–2011.06)
  • Che-Chun Lee (Cloud Computing Program, 2010.09–2011.06)
  • Yan-Shan Lin (Cloud Computing Program, 2012.09–2013.01)
  • Chi-Hsien Yen (Cloud Computing Program, 2012.09–2013.01)

Tutorials

Research Outcomes

Research (Member Only)

Lab Life (Member Only)

Competitions (Member Only)

Earlier News

  • (2012/09/20) Congratulations to Chun-Liang, Chun-Sung and Hsuan-Tien for getting a ACML 2012 paper accepted.
  • (2012/09/07) Congratulations to Yao-Nan and Hsuan-Tien for getting a NIPS 2012 paper accepted.
  • (2012/08/12) Congratulations to Chun-Sung, Wei-Yuan, Han-Jay, Chun-Yen and Hsuan-Tien for being part of the team that wins track-2 champion of KDDCup 2012.
  • (2012/08/xx) Congratulations to Hsuan-Tien on being a newbie dad.
  • (2012/06/30) Congratulations to Ku-Chun and Hsuan-Tien for winning the champion of the phase 1 in ICML Exploration and Exploitation Challenge 2012.
  • (2012/06/25) Congratulations to Chun-Sung, Yao-Nan and Polone for passing the MS oral exam.
  • (2012/05/04) Congratulations to Te-Kang and Hsuan-Tien for getting a KDD 2012 paper accepted.
  • (2012/05/01) Congratulations to Shang-Tse and Hsuan-Tien for getting an ICML 2012 paper accepted.
  • (2012/04/30) Congratulations to Chao-Kai for getting a COLT 2012 paper accepted, with best student paper award.
  • (2012/04/01) Congratulations to Hsuan-Tien for getting his book Learning from Data published.
  • (2012/03/16) Congratulations to Hsuan-Tien for getting the K.-T. Li Young Researcher Award.
  • (2012/02/29) Congratulations to Hsuan-Tien for getting an IEEE Transactions on Multimedia paper accepted.
  • (2012/02/14) Congratulations to Farbound and Hsuan-Tien for getting a Neural Computation paper accepted.
  • (2011/10/30) Congratulations to Hsuan-Tien for getting a Neural Computation paper accepted.
  • (2011/09/28) Congratulations to Hsuan-Tien for getting the NTU Distinguished Teaching Award
  • (2011/09/09) Congratulations to Chun-Sung and Hsuan-Tien for getting a ACML 2011 paper accepted.
  • (2011/09/09) Congratulations to Chen-Wei and Hsuan-Tien for getting a ACML 2011 paper accepted.
  • (2011/09/01) Congratulations to Te-Kang and Hsuan-Tien for getting a BIBM 2011 paper accepted.
  • (2011/08/20) Congratulations to Ku-Chun, Polone, Chun-Sung, Yao-Nan, Ya-Hsuan, Yu-Cheng, Chun-Liang and Hsuan-Tien for being part of the team that wins track-1 and track-2 champions of KDDCup 2011.
  • (2011/08/01) Best wishes to Shang-Tse and Kuan-Sung for their Academia Sinica RAship.
  • (2011/07/13) Congratulations to Yu-Xun and Chen-Wei for passing the MS oral exam.
  • (2011/06/20) Congratulations to Chun-Yen and Chun-Liang for getting their undergraduate research proposals approved by the NSC.
  • (2011/04/01) Best wishes to Te-Kang for his Academia Sinica RAship.
  • (2011/02/08) Best wishes to Han-Hsing for his new job in Cellopoint.
  • (2010/11/27) Best wishes to Ken-Yi for his new job in Delta AMI.
  • (2010/08/03) Best wishes to Farbound for his Columbia life; to Chia-Hsuan for her Yang-Ming RAship; to Shang-Tse for his Taiwan Army trip.
  • (2010/08/02) Congratulations to Ken-Yi and Te-Kang for passing the MS oral exam.
  • (2010/06/22) Congratulations to Yu-Xun, Chen-Wei, Yi-Hung and Hsuan-Tien for being part of the team that wins the all-team and student-team champions of KDDCup 2010.
  • (2010/04/17) Congratulations to Hanhsing and Hsuan-Tien for getting an ICML 2010 paper accepted.
  • (2010/04/03) Congratulations to Chun-Wei, Ken-Yi and Te-Kang for getting the excellent TA award (of the course Machine Learning 2009 Fall) from NTU CSIE.
  • (2010/02/06) Congratulations to Chun-Sung and Polone for getting the third place at the world final of ACM ICPC this year.
  • (2009/11/21) Congratulations to Hsuan-Tien for getting married.
  • (2009/09/20) Congratulations to Hsuan-Tien for getting formally engaged.
  • (2009/09/05) Congratulations to Chao-Kai for getting a SODA 2010 paper accepted.
  • (2009/07/22) Congratulations to Han-Hsing for passing the MS oral exam.
  • (2009/06/29) Congratulations to Ken-Yi, Chun-Sung, Chia-Hsuan, Shang-Tse and Hsuan-Tien for being part of the team that wins the third place in the slow track of KDDCup 2009.
  • (2009/06/23) Congratulations to Chun-Sung, Chia-Hsuan and Shang-Tse for getting their undergraduate research proposals approved by the NSC.
  • (2009/06/19) Congratulations to Hsuan-Tien for getting the outstanding teacher award, given by the students of the course Machine Learning 2008 Fall.
  • (2009/06/17) Congratulations to Ming-Feng and Han-Hsing for getting the excellent TA award (of the course Machine Learning 2008 Fall) from NTU CSIE.
  • (2009/06/05) Congratulations to Han-Hsing for finishing the lab's first student-written paper towards a conference.
start.txt · Last modified: 2017/07/26 11:08 by hortune