Independent Component Analysis pdf epub mobi txt 电子书下载 2024

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Roberts, Stephen; Everson, Richard;

Cambridge University Press

2001-3-26

352

USD 163.00

Hardcover

9780521792981

图书标签: 计算机科学电气 Independent ICA Component BSS Analysis

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发表于2024-11-23

Independent Component Analysis epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Independent Component Analysis pdf epub mobi txt 电子书下载 2024

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.

Independent Component Analysis 下载 mobi epub pdf txt 电子书