{"title":"Craig W Rizzo","description":null,"products":[{"product_id":"parallel-implementation-of-an-artificial-neural-network-integrated-feature-and-a-book-craig-w-rizzo-9781288306817","title":"Parallel Implementation of an Artificial Neural Network Integrated Feature and Architecture Selection Algorithm","description":"The selection of salient features and an appropriate hidden layer architecture contributes significantly to the performance of a neural network. A number of metrics and methodologies exist for estimating these parameters. This research builds on recent efforts to integrate feature and architecture selection for the multi-layer perceptron. In the first stage of work a current algorithm is developed in a parallel environment, significantly improving its efficiency and utility. In the second stage, improvements to the algorithm are proposed. With regards to feature selection, a common random number (CRN) addition is presented. Two new methods of architecture selection are examined, including an information criterion and a signal-to-noise based procedure. These methodologies are shown to improve algorithm performance.","brand":"WoB","offers":[{"title":"- \/ - \/ -","offer_id":51222883795217,"sku":"","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":51222884253969,"sku":"NIN9781288306817","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/1288306814.jpg?v=1766487371"}],"url":"https:\/\/www.worldofbooks.com\/en-gb\/collections\/author-books-by-craig-w-rizzo.oembed","provider":"World of Books ","version":"1.0","type":"link"}