Independent Component Analysis 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025

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Roberts, Stephen; Everson, Richard; 作者

Cambridge University Press

译者

2001-3-26 出版日期

352 页数

USD 163.00 价格

Hardcover

丛书系列

9780521792981 图书编码

Independent Component Analysis 在线电子书图书标签: 计算机科学电气 Independent ICA Component BSS Analysis

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Independent Component Analysis 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2025

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Independent Component Analysis 在线电子书图书描述

Independent Component Analysis (ICA) has recently become an important tool for modelling and understanding empirical datasets. It is a method of separating out independent sources from linearly mixed data, and belongs to the class of general linear models. ICA provides a better decomposition than other well-known models such as principal component analysis. This self-contained book contains a structured series of edited papers by leading researchers in the field, including an extensive introduction to ICA. The major theoretical bases are reviewed from a modern perspective, current developments are surveyed and many case studies of applications are described in detail. The latter include biomedical examples, signal and image denoising and mobile communications. ICA is discussed in the framework of general linear models, but also in comparison with other paradigms such as neural network and graphical modelling methods. The book is ideal for researchers and graduate students in the field.

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