{"product_id":"multilayer-neural-networks-a-generalized-net-perspective-von-maciej-krawczak","title":"Multilayer Neural Networks","description":"The 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. Another 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.The 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.The use of the generalized nets methodology shows a new way to describe functioning of discrete dynamic systems. \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319033907\"\u003e\u003ch3\u003eA Generalized Net Perspective\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319002477\"\u003e\u003ch3\u003eA Generalized Net Perspective\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783319033907","offer_id":39420234858589,"sku":"9783319033907","price":106.99,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9783319002477","offer_id":51607034118,"sku":"9783319002477","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8f8e68a9-dc73-4357-afec-120bd34ccfa0.jpg?v=1774680132","url":"https:\/\/shop.autorenwelt.de\/products\/multilayer-neural-networks-a-generalized-net-perspective-von-maciej-krawczak","provider":"Autorenwelt Shop","version":"1.0","type":"link"}