Independent Component Analysis

出版者:Wiley-Interscience

作者:Aapo Hyvärinen

页数:504

出版时间:2001-5-18

价格:USD 194.00

装帧:Hardcover

isbn号码:9780471405405

图书标签:ICA机器学习信号处理数学模式识别图像处理计算机英文原版

A comprehensive introduction to ICA for students and practitioners

Independent Component Analysis (ICA) is one of the most exciting new topics in fields such as neural networks, advanced statistics, and signal processing. This is the first book to provide a comprehensive introduction to this new technique complete with the fundamental mathematical background needed to understand and utilize it. It offers a general overview of the basics of ICA, important solutions and algorithms, and in-depth coverage of new applications in image processing, telecommunications, audio signal processing, and more.

Independent Component Analysis is divided into four sections that cover:

* General mathematical concepts utilized in the book

* The basic ICA model and its solution

* Various extensions of the basic ICA model

* Real-world applications for ICA models

Authors Hyvarinen, Karhunen, and Oja are well known for their contributions to the development of ICA and here cover all the relevant theory, new algorithms, and applications in various fields. Researchers, students, and practitioners from a variety of disciplines will find this accessible volume both helpful and informative.

用户评价

算是读完了吧。只觉得这本书详略不当，读起来真的费劲。

ICA无可厚非的绝对经典。

ICA无可厚非的绝对经典。

ICA无可厚非的绝对经典。

A good book of ICA