Neural Networks for Pattern Recognition 2024 pdf epub mobi 电子书

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发表于2024-11-25

Neural Networks for Pattern Recognition 2024 pdf epub mobi 电子书

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出版者:Oxford University Press

作者:Christopher M. Bishop

出品人:

页数:504

译者:

出版时间:1996-1-18

价格:USD 105.00

装帧:Paperback

isbn号码:9780198538646

丛书系列:

图书标签: 神经网络模式识别机器学习人工智能 AI 计算机模式分类 Classification

Neural Networks for Pattern Recognition 2024 pdf epub mobi 电子书图书描述

This book provides the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts of pattern recognition, the book describes techniques for modelling probability density functions, and discusses the properties and relative merits of the multi-layer perceptron and radial basis function network models. It also motivates the use of various forms of error functions, and reviews the principal algorithms for error function minimization. As well as providing a detailed discussion of learning and generalization in neural networks, the book also covers the important topics of data processing, feature extraction, and prior knowledge. The book concludes with an extensive treatment of Bayesian techniques and their applications to neural networks.

Neural Networks for Pattern Recognition 2024 pdf epub mobi 电子书

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