Neural Network Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025

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Martin Anthony 作者

Cambridge University Press

譯者

1999 出版日期

403 頁數

$ 166.11 價格

叢書系列

9780521573535 圖書編碼

Neural Network Learning 在線電子書圖書標籤: Machine Learning

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發表於2025-01-11

Neural Network Learning 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2025

Neural Network Learning 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2025

Neural Network Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025

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Neural Network Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Neural Network Learning 在線電子書圖書描述

First published in 1999, this book describes theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Research on pattern classification with binary-output networks is surveyed, including a discussion of the relevance of the Vapnik-Chervonenkis dimension, and calculating estimates of the dimension for several neural network models. A model of classification by real-output networks is developed, and the usefulness of classification with a 'large margin' is demonstrated. The authors explain the role of scale-sensitive versions of the Vapnik-Chervonenkis dimension in large margin classification, and in real prediction. They also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient constructive learning algorithms. The book is self-contained and is intended to be accessible to researchers and graduate students in computer science, engineering, and mathematics.

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