05836cam a2200961Ia 450000462561820170726073822.7m o d cr^cnu---unuuu121210s2013 nyu obf 000 0 eng d20129412769781461444633(electronic bk.)1461444632(electronic bk.)14614446249781461444626978146144462610.1007/978-1-4614-4463-3doi99953051322(OCoLC)820724369(OCoLC)824484093(OCoLC)858886058(OCoLC)957524239(OCoLC)957599015(OCoLC)985058517(OCoLC)990732913ocn820724369orig 001ebceb_1030905derived from 856u146144462400024965GW5XEengpnGW5XEYDXCPCOOE7BZMCN$TVMCDEBSZOHSOCLCFNLGGCVT2B24X7OCLOCLCQOCLCOOCLCQDGUYDXLIPOCLCOVGMQH324.2.S54 2013QU 26.5NAT027000bisacshSCI008000bisacshSCI086000bisacshUMZbicsscULbicssc(OCoLC)820724369<0>Computational intelligence.570.2852354.10bcl54.72bclSher, Gene I.http://share-vde.org/sharevde/rdfBibframe/Agent/4099872http://viaf.org/viaf/296443788Handbook of neuroevolution through Erlang /Gene I. Sher.New York, NY :Springer,©2013.http://share-vde.org/sharevde/rdfBibframe/Publisher/181 online resourcetexttxtrdacontenthttp://rdaregistry.info/termList/RDAContentType/1020computercrdamediahttp://rdaregistry.info/termList/RDAMediaType/1002online resourcecrrdacarrierhttp://rdaregistry.info/termList/RDACarrierType/1018text filePDFrdaIncludes bibliographical references.Part 1.FOUNDATIONS --Introduction to Neural Networks --Introduction to Evolutionary Computation --Introduction to Neuroevolutionary Methods --The Unintentional Neural Network Programming Language --Introduction: Applications & Motivations --Part 2.NEUROEVOLUTION: TAKING THE FIRST STEP --Developing a Feed Forward Neural Network --Adding the "Stochastic Hill-Climber" Learning Algorithm --Developing a Simple Neuroevolutionary Platform --Testing the Neuroevolutionary System --Part 3.A Case Study --DXNN: A Case Study --Part 4.Advanced Neuroevolution: Creating the Cutting Edge --Decoupling & Modularizing Our Neuroevolutionary Platform --Keeping Track of Important Population and Evolutionary Stats --The Benchmarker --Creating the Two Slightly More Complex Benchmarks --Neural Plasticity --Substrate Encoding --Substrate Plasticity --Part 5.Applications --Artificial Life --Evolving Currency Trading Agents --Part 6.Promises Kept --Conclusion.Access is restricted to users affiliated with licensed institutions.Handbook of Neuroevolution Through Erlang presents both the theory behind, and the methodology of, developing a neuroevolutionary-based computational intelligence system using Erlang. With a foreword written by Joe Armstrong, this handbook offers an extensive tutorial for creating a state of the art Topology and Weight Evolving Artificial Neural Network (TWEANN) platform. In a step-by-step format, the reader is guided from a single simulated neuron to a complete system. By following these steps, the reader will be able to use novel technology to build a TWEANN system, which can be applied to Artificial Life simulation, and Forex trading. Because of Erlang's architecture, it perfectly matches that of evolutionary and neurocomptational systems. As a programming language, it is a concurrent, message passing paradigm which allows the developers to make full use of the multi-core & multi-cpu systems. Handbook of Neuroevolution Through Erlang explains how to leverage Erlang's features in the field of machine learning, and the system's real world applications, ranging from algorithmic financial trading to artificial life and robotics.English.Computational biologyHandbooks, manuals, etc.BioinformaticsHandbooks, manuals, etc.ERLANG (Computer program language)Handbooks, manuals, etc.Computational intelligence.Machine learning.Neural networks (Computer science)ComputersIntelligence (Ai) & Semantics.ComputersMachine Theory.ComputersNeural Networks.NATUREReference.bisacshSCIENCELife SciencesBiology.bisacshSCIENCELife SciencesGeneral.bisacshBioinformatics.fast(OCoLC)fst00832181Computational biology.fast(OCoLC)fst00871990ERLANG (Computer program language)fast(OCoLC)fst00900472Computational Biology.Programming Languages.Engineering & Applied Sciences.hilccBiology.hilccHealth & Biological Sciences.hilccBiology - General.hilccComputer Science.hilccComputer science.Software engineering.Artificial intelligence.Bioinformatics.Software Engineering/Programming and Operating Systems.Computational Biology/Bioinformatics.Electronic books.Handbooks and manuals.fast(OCoLC)fst01423877Handbooks.Electronic books.http://rdaregistry.info/Elements/m/P30004http://worldcat.org/oclc/820724369Handbook of neuroevolution through Erlang(NL-LeOCL)352125705NNUBWEBBNYUIQH324.2.S54 2013Electronic accesshttps://ebookcentral.proquest.com/lib/nyulibrary-ebooks/detail.action?docID=1030905Ebook Centralowned; unlimited userHandbook of neuroevolution through Erlanghttp://share-vde.org/sharevde/rdfBibframe/Work/3471482-1NYU