{"product_id":"independent-component-analysis-adaptive-and-cognitive-dynamic-systems-signal-processing-learning-communications-and-control-26-9780471405405","title":"Independent Component Analysis Adaptive and","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003eA 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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTrade Review\u003c\/b\u003e\u003cbr\u003e\"...researchers...introduce independent component analysis as a statistical and computational technique for revealing hidden factors that underlie sets of random variables, measurements, or signals.\" (SciTech Book News, Vol. 25, No. 4, December 2001)\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003ePreface.\u003cbr\u003e \u003cbr\u003e Introduction.\u003cbr\u003e \u003cbr\u003e MATHEMATICAL PRELIMINARIES.\u003cbr\u003e \u003cbr\u003e Random Vectors and Independence.\u003cbr\u003e \u003cbr\u003e Gradients and Optimization Methods.\u003cbr\u003e \u003cbr\u003e Estimation Theory.\u003cbr\u003e \u003cbr\u003e Information Theory.\u003cbr\u003e \u003cbr\u003e Principal Component Analysis and Whitening.\u003cbr\u003e \u003cbr\u003e BASIC INDEPENDENT COMPONENT ANALYSIS.\u003cbr\u003e \u003cbr\u003e What is Independent Component Analysis?\u003cbr\u003e \u003cbr\u003e ICA by Maximization of Nongaussianity.\u003cbr\u003e \u003cbr\u003e ICA by Maximum Likelihood Estimation.\u003cbr\u003e \u003cbr\u003e ICA by Minimization of Mutual Information.\u003cbr\u003e \u003cbr\u003e ICA by Tensorial Methods.\u003cbr\u003e \u003cbr\u003e ICA by Nonlinear Decorrelation and Nonlinear PCA.\u003cbr\u003e \u003cbr\u003e Practical Considerations.\u003cbr\u003e \u003cbr\u003e Overview and Comparison of Basic ICA Methods.\u003cbr\u003e \u003cbr\u003e EXTENSIONS AND RELATED METHODS.\u003cbr\u003e \u003cbr\u003e Noisy ICA.\u003cbr\u003e \u003cbr\u003e ICA with Overcomplete Bases.\u003cbr\u003e \u003cbr\u003e Nonlinear ICA.\u003cbr\u003e \u003cbr\u003e Methods using Time Structure.\u003cbr\u003e \u003cbr\u003e Convolutive Mixtures and Blind Deconvolution.\u003cbr\u003e \u003cbr\u003e Other Extensions.\u003cbr\u003e \u003cbr\u003e APPLICATIONS OF ICA.\u003cbr\u003e \u003cbr\u003e Feature Extraction by ICA.\u003cbr\u003e \u003cbr\u003e Brain Imaging Applications.\u003cbr\u003e \u003cbr\u003e Telecommunications.\u003cbr\u003e \u003cbr\u003e Other Applications.\u003cbr\u003e \u003cbr\u003e References.\u003cbr\u003e \u003cbr\u003e Index.","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Title","offer_id":49402588922199,"sku":"9780471405405","price":145.76,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9780471405405.jpg?v=1730480867","url":"https:\/\/bookcurl.com\/products\/independent-component-analysis-adaptive-and-cognitive-dynamic-systems-signal-processing-learning-communications-and-control-26-9780471405405","provider":"Book Curl","version":"1.0","type":"link"}