{"product_id":"principal-component-neural-networks-9780471054368","title":"Principal Component Neural Networks","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003eSystematically explores the relationship between principal component analysis (PCA) and neural networks. Provides a synergistic examination of the mathematical, algorithmic, application and architectural aspects of principal component neural networks. Using a unified formulation, the authors present neural models performing PCA from the Hebbian learning rule and those which use least squares learning rules such as back-propagation. Examines the principles of biological perceptual systems to explain how the brain works. Every chapter contains a selected list of applications examples from diverse areas.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003eA Review of Linear Algebra.\u003cbr\u003e \u003cbr\u003e Principal Component Analysis.\u003cbr\u003e \u003cbr\u003e PCA Neural Networks.\u003cbr\u003e \u003cbr\u003e Channel Noise and Hidden Units.\u003cbr\u003e \u003cbr\u003e Heteroassociative Models.\u003cbr\u003e \u003cbr\u003e Signal Enhancement Against Noise.\u003cbr\u003e \u003cbr\u003e VLSI Implementation.\u003cbr\u003e \u003cbr\u003e Appendices.\u003cbr\u003e \u003cbr\u003e Bibliography.\u003cbr\u003e \u003cbr\u003e Index.","brand":"Wiley","offers":[{"title":"Default Title","offer_id":53515420598615,"sku":"9780471054368","price":147.56,"currency_code":"GBP","in_stock":true}],"url":"https:\/\/bookcurl.com\/products\/principal-component-neural-networks-9780471054368","provider":"Book Curl","version":"1.0","type":"link"}