Computational Learning Lab

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=== Implementation of Online Boosting ===
  * code: {{public:osboost.tgz|snapshot on 2015/04/01}}
  * paper: Shang-Tse Chen, Hsuan-Tien Lin, and Chi-Jen Lu. An online boosting algorithm with theoretical justifications. In Proceedings of the International Conference on Machine Learning (ICML), June 2012. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/icml12onlineboost.pdf|link]]
  

=== Implementation of Binary Relevance, Principle Label Space Transformation, Compressive Sensing in MATLAB ===
  * code: {{public:llst.20110123.zip|snapshot on 2011/01/23}}
  * paper: Farbound Tai and Hsuan-Tien Lin. Multi-label Classification with Principle Label Space Transformation. National Taiwan University, September 2010; submitted. A preliminary version appeared in MLD Workshop @ ICML '10. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/ml10plst.pdf|link]]

=== Implementation of Multi-label Classification Using Error-correcting Codes ===
  * code: {{:public:ml_ecc.20130515.tgz|}}
  * paper: Chun-Sung Ferng and Hsuan-Tien Lin. Multi-label Classification Using Error-correcting Codes of Hard or Soft Bits. National Taiwan University, May 2013; submitted. A preliminary version appeared in ACML'11. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/acml11ecoc.pdf|link]]

=== Implementation of Active Sampling under Combined Ranking and Classification ===
  * code: {{:public:ascrc.zip|}}
  * paper: Wei-Yuan Shen and Hsuan-Tien Lin. Active Sampling of Pairs and Points for Large-scale Linear Bipartite Ranking. National Taiwan University, Feb 2013; submitted. A preliminary version appeared in ACML'12. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/activesample.pdf|link]]