{"product_id":"load-balancing-pankaj-mehra-9789810221355","title":"Load Balancing: An Automated Learning Approach","description":"This book presents a system that learns new load indices and tunes the parameters of given migration policies. The key component is a dynamic workload generator that allows off-line measurement of task-completion times under a wide variety of precisely controlled loading conditions. The workload data collected are used for training comparator neural networks, a novel architecture for learning to compare functions of time series and for generating a load index to be used by the load balancing strategy. Finally, the load-index traces generated by the comparator networks are used in a population-based learning system for tuning the parameters of a given load-balancing policy. Together, the system constitutes an automated strategy-learning system for performance-driven improvement of existing load-balancing software.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Pankaj Mehra,Benjamin W. Wah\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9810221355\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789810221355\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e World Scientific Publishing Company\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/01\/1995\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 156\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Pankaj Mehra","offers":[{"title":"Hardcover","offer_id":48448072909055,"sku":"9789810221355","price":43.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_489d7c9a-eee1-40ab-80b9-1c5d2e1936f1.jpg?v=1777236709","url":"https:\/\/www.whiterainbookhouse.com\/products\/load-balancing-pankaj-mehra-9789810221355","provider":"WR Book House","version":"1.0","type":"link"}