Independent Component Analysis 2024 pdf epub mobi 电子书

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发表于2024-12-29

Independent Component Analysis 2024 pdf epub mobi 电子书

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出版者:Cambridge University Press

作者:Roberts, Stephen; Everson, Richard;

出品人:

页数:352

译者:

出版时间:2001-3-26

价格:USD 163.00

装帧:Hardcover

isbn号码:9780521792981

丛书系列:

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

Independent Component Analysis 2024 pdf epub mobi 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.

Independent Component Analysis 2024 pdf epub mobi 电子书

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