Neural Networks and Statistical Learning

2

应用数学

原   价:
2524.00
售   价:
2019.00
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平台大促 低至8折优惠
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作      者
Du
出  版 社
出版时间
2019年09月25日
装      帧
ISBN
9781447174516
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页      码
900
语      种
英文
版      次
0002,2020
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图书简介
This book provides a broad yet detailed introduction to neural networks and machine learning in a statistical framework. A single, comprehensive resource for study and further research, it explores the major popular neural network models and statistical learning approaches with examples and exercises and allows readers to gain a practical working understanding of the content. This updated new edition presents recently published results and includessixnew chapters that correspond to the recent advances in computational learning theory,sparsecoding, deep learning, big data and cloud computing.Each chapter features state-of-the-art descriptions and significant research findings. The topics covered include:? multilayer perceptron;? associative memory;? clustering;? reinforcement learning;? probabilistic and Bayesian networks;? fuzzy sets and logic; Focusing on the prominent accomplishments and their practical aspects, this book provides academic and technical staff, as well as graduate students and researchers with a solid foundation and comprehensive reference on the fields of neural networks, pattern recognition, signal processing, and machine learning.
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