{"product_id":"9780792397168","title":"Explanation-Based Neural Network Learning: A Lifelong Learning Approach","description":"\u003ch1\u003eExplanation-Based Neural Network Learning: A Lifelong Learning Approach\u003c\/h1\u003e \u003ch2\u003eThrun, Sebastian\u003c\/h2\u003e \u003cp\u003eLifelong learning addresses situations in which a learner faces  a series of different learning tasks providing the opportunity for  synergy among them. Explanation-based neural network learning (EBNN)  is a machine learning algorithm that transfers knowledge across  multiple learning tasks. When faced with a new learning task, EBNN  exploits domain knowledge accumulated in previous learning tasks to  guide generalization in the new one. As a result, EBNN generalizes  more accurately from less data than comparable methods.  \u003cem\u003eExplanation-Based Neural Network Learning: A Lifelong Learning\u003c\/em\u003e  \u003cem\u003eApproach\u003c\/em\u003e describes the basic EBNN paradigm and investigates it  in the context of supervised learning, reinforcement learning,  robotics, and chess. \u003cbr\u003e  \u003cstrong\u003e`\u003c\/strong\u003eThe paradigm of lifelong learning - using earlier  learned knowledge to improve subsequent learning - is a  promising direction for a new generation of machine learning  algorithms. Given the need for more accurate learning methods, it is  difficult to imagine a future for machine learning that does not  include this paradigm.\u003cstrong\u003e'\u003c\/strong\u003e \u003cbr\u003e  From the Foreword by Tom M. Mitchell.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 1996-04-30\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9780792397168\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4613-1381-6\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 264.0\u003c\/p\u003e ","brand":"Springer US","offers":[{"title":"Default Title","offer_id":45578397712524,"sku":"9780792397168","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9780792397168.jpg?v=1767145825","url":"https:\/\/lateknightbooks.com\/products\/9780792397168","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}