{"product_id":"stochastic-weight-update-in-neural-networks-von-juraj-koscak-rudolf-jaksa-und-peter-sincak","title":"Stochastic Weight Update in Neural Networks","description":"\u003cp\u003eThis book is focused on the modification of the Backpropagation Through  Time algorithm and its implementation on the Recurrent Neural Networks.  Our  work is inspired and motivated by the results of the Salvetti and Wilamowski  experiment focused on the introduction of stochasticity into Backpropagation  algorithm on experiments with the XOR problem.  The stochasticity can be  embedded into different parts of the BP algorithm.  We introduced and  implemented different types of BP algorithm modifications, which gradually add  more stochasticity to the BP algorithm.  The goal of this book is to prove,  that this stochastic modification is able to learn efficiently and the results  are comparable to classical implementation. This stochasticity also brings a  simpler implementation of the algorithm, than the classical one, which is  especially useful on the Recurrent Neural Networks.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659231025\"\u003e\u003ch3\u003eTheoretical study of stochastic neural  networks learning\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783659231025","offer_id":39487692931165,"sku":"9783659231025","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/b4142666-7fb3-4a63-a8fe-ffa6eaefd8d1.jpg?v=1773468944","url":"https:\/\/shop.autorenwelt.de\/products\/stochastic-weight-update-in-neural-networks-von-juraj-koscak-rudolf-jaksa-und-peter-sincak","provider":"Autorenwelt Shop","version":"1.0","type":"link"}