{"product_id":"on-neural-network-algorithms-for-solving-non-linear-problems-von-gulnar-sadq-abbas-younis-al-bayati-und-najmaddin-abdulla-sulaiman","title":"On Neural Network Algorithms for Solving Non- Linear Problems","description":"\u003cp\u003eFirst  we describe, analyze and present the theoretical derivations and the source codes for several (modified and well-known) non-linear Neural Network algorithms based on the unconstrained optimization theory and applied to supervised training networks. In addition to the indication of the relative efficiency of these algorithms in an application, we analyze their main characteristics and present the MATLAB source codes. Algorithms of this part depend on some modified variable metric updates and for the purpose of comparison, we illustrate the default values specification for each algorithm, presenting a simple non-linear test problem.  Further more in this thesis we also emphasized on the  conjugate  gradient  (CG)  algorithms,  which are usually  used  for solving  nonlinear test  functions  and  are  combined  with  the  modified  back  propagation  (BP) algorithm  yielding  few  new  fast  training  multilayer  Neural Network algorithms. This  study deals with the determination of new search directions by exploiting the information calculated by gradient descent as well as the previous search directions.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783846580806\"\u003e\u003ch3\u003eOptimizations and Non-linear programming\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783846580806","offer_id":39476327972957,"sku":"9783846580806","price":59.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/b2420a51-bae3-47a5-8b15-4c05a4a0ddb6.jpg?v=1756009936","url":"https:\/\/shop.autorenwelt.de\/products\/on-neural-network-algorithms-for-solving-non-linear-problems-von-gulnar-sadq-abbas-younis-al-bayati-und-najmaddin-abdulla-sulaiman","provider":"Autorenwelt Shop","version":"1.0","type":"link"}