05622cam a2200829Ia 4500a10091412m o d cr cnu---unuuu121210s2013 nyu obf 000 0 eng d 20129412769781461444633(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)990732913(OCoLC)1005830020(OCoLC)1066640865146144462400024965GW5XEengpnGW5XEYDXCPCOOE7BZMCN$TVMCDEBSZOHSOCLCFNLGGCVT2B24X7OCLOCLCQOCLCOOCLCQDGUYDXLIPOCLCOVGMLIVNOCESUOCLCQIOGOCLCOOCLCACEFU3WAU@OCLCOMERERWYUOCLCOOCLCAYOUTKNCStQH324.2.S54 2013QU 26.5NAT027000bisacshSCI008000bisacshSCI086000bisacshUMZbicsscULbicssc<0>Computational intelligence.<0>Computational intelligence570.2852354.10bcl54.72bclSher, 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.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.NATUREReference.bisacshSCIENCELife SciencesBiology.bisacshSCIENCELife SciencesGeneral.bisacshBioinformatics.fast(OCoLC)fst00832181Computational biology.fast(OCoLC)fst00871990ERLANG (Computer program language)fast(OCoLC)fst00900472Computational BiologyHandbooks.Programming LanguagesHandbooks.Computational Biology.Programming Languages.Computer Science.Software Engineering/Programming and Operating Systems.Artificial Intelligence (incl. Robotics).Computational Biology/Bioinformatics.Computer science.Software engineering.Artificial intelligence.Bioinformatics.Software Engineering/Programming and Operating Systems.Computational Biology/Bioinformatics.http://rdaregistry.info/Elements/m/P30004http://worldcat.org/oclc/820724369Handbook of neuroevolution through Erlang(NL-LeOCL)352125705Available to Stanford-affiliated users.https://stanford.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-1-4614-4463-3WMSSpringerLinkProvider: SpringerpurchasedeLoaderURLsp4spocn820724369MARC92STFHandbook of neuroevolution through Erlanghttp://share-vde.org/sharevde/rdfBibframe/Work/3471482-1STANFORDINTERNET RESOURCEASIS110091412-1001INTERNETSULNYSUL4/6/2013TAX=8.25