Computational learning theory is a subject which has been advancing rapidly in the last few years. The authors concentrate on the probably approximately correct model of learning, and gradually develop the ideas of efficiency considerations. Finally, applications of the theory to artificial neural networks are considered. Many exercises are included throughout, and the list of references is extensive. This volume is relatively self contained as the necessary background material from logic, probability and complexity theory is included. It will therefore form an introduction to the theory of computational learning, suitable for a broad spectrum of graduate students from theoretical computer science and mathematics.
發表於2024-11-25
Computational Learning Theory 2024 pdf epub mobi 電子書 下載
圖書標籤: 統計學習 機器學習 Theory
1994,COLT
評分1994,COLT
評分1994,COLT
評分1994,COLT
評分1994,COLT
Computational Learning Theory 2024 pdf epub mobi 電子書 下載