Statistical Mechanics of Learning

Statistical Mechanics of Learning

《Statistical Mechanics of Learning》是一本2001年出版的圖書,作者是Engel, Andreas、Van Den Broeck, Christian P.、Engel, A.。

基本介紹

  • 外文名:Statistical Mechanics of Learning 
  • 作者:Engel, Andreas、Van Den Broeck, Christian P.、Engel, A.
  • 出版時間:2001年3月
  • 頁數:342 頁
  • ISBN:9780521773072
內容簡介
Learning is one of the things that humans do naturally, and it has always been a challenge for us to understand the process. Nowadays this challenge has another dimension as we try to build machines that are able to learn and to undertake tasks such as datamining, image processing and pattern recognition. We can formulate a simple framework, artificial neural networks, in which learning from examples may be described and understood. The contribution to this subject made over the last decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics and include many examples and exercises to make a book that can be used with courses, or for self-teaching, or as a handy reference.

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