{"product_id":"multilayer-neural-networks-a-generalized-net-perspective-9783319002477","title":"Multilayer Neural Networks: A Generalized Net Perspective","description":"\u003cp\u003e • Author(s): Maciej Krawczak\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThe primary purpose of this book is to show that a multilayer neural network can be considered as a multistage system, and then that the learning of this class of neural networks can be treated as a special sort of the optimal control problem. In this way, the optimal control problem methodology, like dynamic programming, with modifications, can yield a new class of learning algorithms for multilayer neural networks. \u003c\/p\u003e\u003cp\u003eAnother purpose of this book is to show that the generalized net theory can be successfully used as a new description of multilayer neural networks. Several generalized net descriptions of neural networks functioning processes are considered, namely: the simulation process of networks, a system of neural networks and the learning algorithms developed in this book.\u003c\/p\u003e\u003cp\u003eThe generalized net approach to modelling of real systems may be used successfully for the description of a variety of technological and intellectual problems, it can be used not only for representing the parallel functioning of homogenous objects, but also for modelling non-homogenous systems, for example systems which consist of a different kind of subsystems.\u003c\/p\u003e\u003cp\u003eThe use of the generalized nets methodology shows a new way to describe functioning of discrete dynamic systems.\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45275266121879,"sku":"9783319002477","price":7345.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783319002477.webp?v=1769282394","url":"https:\/\/atlanticbooks.com\/products\/multilayer-neural-networks-a-generalized-net-perspective-9783319002477","provider":"Atlantic Books","version":"1.0","type":"link"}