Genetic Programming Theory and Practice X - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Genetic Programming Theory and Practice X write by Rick Riolo. This book was released on 2013-05-24. Genetic Programming Theory and Practice X available in PDF, EPUB and Kindle. These 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. Topics in this volume include: evolutionary constraints, relaxation of selection mechanisms, diversity preservation strategies, flexing fitness evaluation, evolution in dynamic environments, multi-objective and multi-modal selection, foundations of evolvability, evolvable and adaptive evolutionary operators, foundation of injecting expert knowledge in evolutionary search, analysis of problem difficulty and required GP algorithm complexity, foundations in running GP on the cloud – communication, cooperation, flexible implementation, and ensemble methods. Additional focal points for GP symbolic regression are: (1) The need to guarantee convergence to solutions in the function discovery mode; (2) Issues on model validation; (3) The need for model analysis workflows for insight generation based on generated GP solutions – model exploration, visualization, variable selection, dimensionality analysis; (4) Issues in combining different types of data. 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.
Genetic Programming Theory and Practice VII
Genetic Programming Theory and Practice VII - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Genetic Programming Theory and Practice VII write by Rick Riolo. This book was released on 2009-11-07. Genetic Programming Theory and Practice VII available in PDF, EPUB and Kindle. Genetic Programming Theory and Practice VII presents the results of the annual Genetic Programming Theory and Practice Workshop, contributed by the foremost international researchers and practitioners in the GP arena. Contributions examine the similarities and differences between theoretical and empirical results on real-world problems, and explore the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application. Application areas include chemical process control, circuit design, financial data mining and bio-informatics, to name a few. About this book: Discusses the hurdles encountered when solving large-scale, cutting-edge applications, provides in-depth presentations of the latest and most significant applications of GP and the most recent theoretical results with direct applicability to state-of-the-art problems. Genetic Programming Theory and Practice VII is suitable for researchers, practitioners and students of Genetic Programming, including industry technical staffs, technical consultants and business entrepreneurs.
Genetic Programming Theory and Practice III
Genetic Programming Theory and Practice III - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Genetic Programming Theory and Practice III write by Tina Yu. This book was released on 2006-06-18. Genetic Programming Theory and Practice III available in PDF, EPUB and Kindle. Genetic Programming Theory and Practice III provides both researchers and industry professionals with the most recent developments in GP theory and practice by exploring the emerging interaction between theory and practice in the cutting-edge, machine learning method of Genetic Programming (GP). The contributions developed from a third workshop at the University of Michigan's Center for the Study of Complex Systems, where leading international genetic programming theorists from major universities and active practitioners from leading industries and businesses meet to examine and challenge how GP theory informs practice and how GP practice impacts GP theory. Applications are from a wide range of domains, including chemical process control, informatics, and circuit design, to name a few.
Genetic Programming Theory and Practice V
Genetic Programming Theory and Practice V - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Genetic Programming Theory and Practice V write by Rick Riolo. This book was released on 2007-12-20. Genetic Programming Theory and Practice V available in PDF, EPUB and Kindle. Genetic Programming Theory and Practice V was developed from the fifth workshop at the University of Michigan’s Center for the Study of Complex Systems. It aims to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). This volume is a unique and indispensable tool for academics, researchers and industry professionals involved in GP, evolutionary computation, machine learning and artificial intelligence.
Genetic Programming Theory and Practice IX
Genetic Programming Theory and Practice IX - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Genetic Programming Theory and Practice IX write by Rick Riolo. This book was released on 2011-11-02. Genetic Programming Theory and Practice IX available in PDF, EPUB and Kindle. These 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. Topics 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; In 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. This 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.
