{"product_id":"analogue-imprecision-in-mlp-training-peter-edwards-9789810227395","title":"Analogue Imprecision in Mlp Training, Progress in Neural Processing, Vol 4","description":"Hardware inaccuracy and imprecision are important considerations when implementing neural algorithms. This book presents a study of synaptic weight noise as a typical fault model for analogue VLSI realisations of MLP neural networks and examines the implications for learning and network performance. The aim of the book is to present a study of how including an imprecision model into a learning scheme as a\"fault tolerance hint\" can aid understanding of accuracy and precision requirements for a particular implementation. In addition the study shows how such a scheme can give rise to significant performance enhancement.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Peter Edwards,Alan F. Murray\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9810227396\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789810227395\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e World Scientific Publishing Company\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/01\/1996\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 192\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Peter Edwards","offers":[{"title":"Hardcover","offer_id":48448081461503,"sku":"9789810227395","price":85.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d3174840-9e15-42f0-8b33-1f9ca718e77e.jpg?v=1777236768","url":"https:\/\/www.whiterainbookhouse.com\/products\/analogue-imprecision-in-mlp-training-peter-edwards-9789810227395","provider":"WR Book House","version":"1.0","type":"link"}