Thu, 21 Aug 2008 17:21:11 BST CiteULike: sdvillal learning-bounds http://www.citeulike.org/user/sdvillal/tag/learning-bounds CiteULike.org en-gb Copyright © 2004-2008 citeulike.org http://www.citeulike.org/user/sdvillal/article/2712765 <i>Journal of Machine Learning Research, Vol. 6 (March 2005), pp. 273-306.</i><br /><br />We discuss basic prediction theory and its impact on classification success evaluation, implications for learning algorithm design, and uses in learning algorithm execution. This tutorial is meant to be a comprehensive compilation of results which are both theoretically rigorous and quantitatively useful. Tutorial on Practical Prediction Theory for Classification John Langford Journal of Machine Learning Research, Vol. 6 (March 2005), pp. 273-306. 2008-04-24T11:35:10-00:00 2005 Journal of Machine Learning Research 6 273 306 error-estimation learning-bounds ml-foundations