ICML2007两篇文章---迁移学习

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ICML2007上的两篇文章：Boosting for transfer learning和Self-taught learning

发表于162 天前 ⁄ 科研 ⁄ 评论数 7 ⁄ 被围观 1361 次+

之所以又把老文章翻出来，是因为一些很有意思的事情。不是文章具体内容的事情，而是两篇文章的价值以及两个第一作者的去处，很有意思。

Boosting for transfer learning

Full Text:PdfAuthors:Wenyuan DaiShanghai Jiao Tong University, China Qiang YangHong Kong University of Science and Technology, Hong Kong Gui-Rong XueShanghai Jiao Tong University, China Yong YuShanghai Jiao Tong University, China

这篇文章以前在博客里写过《读ICML2007的一篇文章：Boosting for Transfer Learning》，思想也比较简单。

另一篇文章：

Self-taught learning: transfer learning from unlabeled data

Full Text:PdfAuthors:Rajat RainaStanford University, CA Alexis BattleStanford University, CA Honglak LeeStanford University, CA Benjamin PackerStanford University, CA Andrew Y. NgStanford University, CA

看Ng老师就知道应该是篇不错的文章了，这篇文章应该是首次提出Self-taught learning的思想，去transfer learning以及其他传统learning方法区别可以用下面这种图来说明：

* : Student Award WinnersSolving MultiClass Support Vector Machines with LaRank [Abstract][Paper] * Antoine Bordes - LIP, Universite de Paris 6,104 Avenue du Pdt Kennedy, 75016 Paris, France
Léon Bottou - NEC Laboratories America, Inc.,, USA
Patrick Gallinari - LIP, Universite de Paris 6,104 Avenue du Pdt Kennedy, 75016 Paris, France
Jason Weston - NEC Laboratories America, Inc.,, USA Information-Theoretic Metric Learning [Abstract][Paper] * Jason V. Davis - University of Texas at Austin, USA
* Brian Kulis - University of Texas at Austin, USA
* Prateek Jain - University of Texas at Austin, USA
* Suvrit Sra - University of Texas at Austin, USA
Inderjit S. Dhillon - University of Texas at Austin, USA Supervised Clustering of Streaming Data for Email Batch Detection [Abstract][Paper] * Peter Haider - Max Planck Institute for Computer Science, Germany
* Ulf Brefeld - Max Planck Institute for Computer Science, Germany
Tobias Scheffer - Max Planck Institute for Computer Science, Germany Conditional Random Fields for Multi-agent Reinforcement Learning [Abstract][Paper] * Xinhua Zhang - CSL, RSISE, Australian National University, and SML NICTA, Australia
Douglas Aberdeen - NICTA, Australian National University, Australia
S.V.N. Vishwanathan - SML NICTA, and CSL, RSISE, Australian National University, Australia

来源：http://www.zhizhihu.com/html/y2011/3573.html