Introduction to Predictive Learning

Introduction to Predictive Learning pdf epub mobi txt 电子书 下载 2025

出版者:Springer
作者:Vladimir Cherkassky
出品人:
页数:395
译者:
出版时间:2010-05
价格:USD 99.00
装帧:Hardcover
isbn号码:9781441902580
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This textbook offers a non-mathematical approach to predictive learning, emphasizing methodology and principles. It describes conceptual and philosophical aspects of predictive learning, exploring constructive learning algorithms in a coherent framework. The book includes: concepts, such as complexity control, generalization, and basic modeling approaches;philosophical principles of statistical estimation and machine learning;a presentation of statistical learning theory, a framework for learning algorithms;data-analytic methods; neural network and machine learning methodsnon-standard learning methodologies and their SVM-like mathematical description.This book provides a solid methodologies and practical applications for students and practitioners alike. Exercises range from trivial programming to open-ended research questions. Supplemental material includes a solutions manual, lecture slides, data sets, software implementation, and MATLAB scripts.

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