{"product_id":"genetic-programming-theory-and-practice-vi-9780387876221","title":"Genetic Programming Theory and Practice VI","description":"\u003cp\u003e • Author(s): Rick Riolo\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Programming - Algorithms\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eGenetic Programming Theory and Practice VI\u003c\/strong\u003e was developed from the sixth workshop at the University of Michigan's Center for the Study of Complex Systems to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP).\u003c\/p\u003e \u003cp\u003eContributions from the foremost international researchers and practitioners in the GP arena examine the similarities and differences between theoretical and empirical results on real-world problems. The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eThese contributions address several significant inter-dependent themes which emerged from this year's workshop, including: \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cul\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eMaking efficient and effective use of test data\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eSustaining the long term evolvability of our GP systems\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eExploiting discovered subsolutions for reuse\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eIncreasing the role of a Domain Expert\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eIn the course of investigating these themes, the chapters describe a variety of techniques in widespread use among practitioners who deal with industrial-scale, real-world problems, such as: \u003cbr\u003e\u003c\/p\u003e \u003cul\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003ePareto optimization, particularly as a means to limit solution complexity\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e\n\u003c\/ul\u003e \u003cul\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eVarious types of age-layered populations or niching mechanisms\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eData partitioning, a priori or adaptively, e.g., via co-evolution\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eCluster computing or general purpose graphics processors for parallel computing\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eEnsemble\/team solutions\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eThis work covers applications of GP to a host of domains, including bioinformatics, symbolic regression for system modeling in various settings, circuit design, and financial modeling to support portfolio management.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eThis volume is a unique and indispensable tool for academics, researchers and industry professionals involved in GP, evolutionary computation, machine learning and artificial intelligence.\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45274158334103,"sku":"9780387876221","price":7277.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780387876221.webp?v=1769279061","url":"https:\/\/atlanticbooks.com\/products\/genetic-programming-theory-and-practice-vi-9780387876221","provider":"Atlantic Books","version":"1.0","type":"link"}