{"product_id":"9781461417699","title":"Genetic Programming Theory and Practice IX","description":"\u003cp\u003eThese contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP.\u003cbr\u003eTopics include: modularity and scalability; evolvability; human-competitive results; the need for important high-impact GP-solvable problems;; the risks of search stagnation and of cutting off paths to solutions; the need for novelty; empowering GP search with expert knowledge;\u003c\/p\u003e\u003cp\u003eIn addition, GP symbolic regression is thoroughly discussed, addressing such topics as guaranteed reproducibility of SR; validating SR results, measuring and controlling genotypic complexity; controlling phenotypic complexity; identifying, monitoring, and avoiding over-fitting; finding a comprehensive collection of SR benchmarks, comparing SR to machine learning. \u003c\/p\u003e\u003cp\u003eThis text is for all GP explorers. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results.\u003c\/p\u003e","brand":"Springer New York","offers":[{"title":"Default Title","offer_id":47031035756784,"sku":"9781461417699","price":119.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781461417699_p0.jpg?v=1763673654","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781461417699","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}