Behavioral Program Synthesis With Genetic Programming

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Behavioral Program Synthesis With Genetic Programming

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Author : Krzysztof Krawiec
language : en
Publisher: Springer
Release Date : 2015-12-15

Behavioral Program Synthesis With Genetic Programming written by Krzysztof Krawiec and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-12-15 with Technology & Engineering categories.

Genetic programming (GP) is a popular heuristic methodology of program synthesis with origins in evolutionary computation. In this generate-and-test approach, candidate programs are iteratively produced and evaluated. The latter involves running programs on tests, where they exhibit complex behaviors reflected in changes of variables, registers, or memory. That behavior not only ultimately determines program output, but may also reveal its `hidden qualities' and important characteristics of the considered synthesis problem. However, the conventional GP is oblivious to most of that information and usually cares only about the number of tests passed by a program. This `evaluation bottleneck' leaves search algorithm underinformed about the actual and potential qualities of candidate programs. This book proposes behavioral program synthesis, a conceptual framework that opens GP to detailed information on program behavior in order to make program synthesis more efficient. Several existing and novel mechanisms subscribing to that perspective to varying extent are presented and discussed, including implicit fitness sharing, semantic GP, co-solvability, trace convergence analysis, pattern-guided program synthesis, and behavioral archives of subprograms. The framework involves several concepts that are new to GP, including execution record, combined trace, and search driver, a generalization of objective function. Empirical evidence gathered in several presented experiments clearly demonstrates the usefulness of behavioral approach. The book contains also an extensive discussion of implications of the behavioral perspective for program synthesis and beyond.

Genetic Programming Theory And Practice Xiii

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Author : Rick Riolo
language : en
Publisher: Springer
Release Date : 2016-12-20

Genetic Programming Theory And Practice Xiii written by Rick Riolo and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-12-20 with Computers categories.

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: multi-objective genetic programming, learning heuristics, Kaizen programming, Evolution of Everything (EvE), lexicase selection, behavioral program synthesis, symbolic regression with noisy training data, graph databases, and multidimensional clustering. It also covers several chapters on best practices and lesson learned from hands-on experience. Additional application areas include financial operations, genetic analysis, and predicting product choice. 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.

Parallel Problem Solving From Nature Ppsn Xvi

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Author : Thomas Bäck
language : en
Publisher: Springer Nature
Release Date : 2020-09-02

Parallel Problem Solving From Nature Ppsn Xvi written by Thomas Bäck and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-02 with Computers categories.

This two-volume set LNCS 12269 and LNCS 12270 constitutes the refereed proceedings of the 16th International Conference on Parallel Problem Solving from Nature, PPSN 2020, held in Leiden, The Netherlands, in September 2020. The 99 revised full papers were carefully reviewed and selected from 268 submissions. The topics cover classical subjects such as automated algorithm selection and configuration; Bayesian- and surrogate-assisted optimization; benchmarking and performance measures; combinatorial optimization; connection between nature-inspired optimization and artificial intelligence; genetic and evolutionary algorithms; genetic programming; landscape analysis; multiobjective optimization; real-world applications; reinforcement learning; and theoretical aspects of nature-inspired optimization.

Parallel Problem Solving From Nature Ppsn Xiii

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Author : Thomas Bartz-Beielstein
language : en
Publisher: Springer
Release Date : 2014-09-11

Parallel Problem Solving From Nature Ppsn Xiii written by Thomas Bartz-Beielstein and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-09-11 with Computers categories.

This book constitutes the refereed proceedings of the 13th International Conference on Parallel Problem Solving from Nature, PPSN 2013, held in Ljubljana, Slovenia, in September 2014. The total of 90 revised full papers were carefully reviewed and selected from 217 submissions. The meeting began with 7 workshops which offered an ideal opportunity to explore specific topics in evolutionary computation, bio-inspired computing and metaheuristics. PPSN XIII also included 9 tutorials. The papers are organized in topical sections on adaption, self-adaption and parameter tuning; classifier system, differential evolution and swarm intelligence; coevolution and artificial immune systems; constraint handling; dynamic and uncertain environments; estimation of distribution algorithms and metamodelling; genetic programming; multi-objective optimisation; parallel algorithms and hardware implementations; real world applications; and theory.

Network Based Mathematical Modeling In Cell And Developmental Biology

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Author : Susan Mertins
language : en
Publisher: Frontiers Media SA
Release Date : 2024-08-22

Network Based Mathematical Modeling In Cell And Developmental Biology written by Susan Mertins and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-22 with Science categories.

The vast amount of knowledge in Cell Signaling gathered through reductionist efforts and omics technology is poised to approach a Systems Biology understanding of precise representations of cell structure and function and predictions at multi-scale levels despite the complexity. Super-resolution microscopy and single cell analysis are also providing opportunities to explore both spatial and temporal landscapes. Notably, many basic biological processes have been studied capturing mechanistic detail with the goal to understand cellular proliferation and differentiation, gene regulation, morphogenesis, metabolism, and cell-cell communication. Similarly, at the intracellular level, addressing functions such as self-assembly, phase separation, and transport is leading to insights not readily understood as linear pathways. Therefore, network-based mathematical modeling, delineating dynamic biochemical reactions through ordinary and partial differential equations, promises to discover emergent biological properties not heretofore expected.

Genetic And Evolutionary Computation Conference

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Author :
language : en
Publisher:
Release Date : 2005

Genetic And Evolutionary Computation Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Evolutionary computation categories.

1997 Ieee International Conference On Tools With Artificial Intelligence

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Author :
language : en
Publisher: Institute of Electrical & Electronics Engineers(IEEE)
Release Date : 1997

1997 Ieee International Conference On Tools With Artificial Intelligence written by and has been published by Institute of Electrical & Electronics Engineers(IEEE) this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Computers categories.

Aimed at researchers, professors, practitioners, students and other computing professionals, this work focuses in genetic algorithms, reasoning under uncertainty, natural language processing, knowledge based technology, and neural networks.

Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence

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Author :
language : en
Publisher:
Release Date : 1999

Proceedings Of The International Ieee Conference On Tools For Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Algorithms categories.

Sixth Brazilian Symposium On Neural Networks

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Author : Carlos H. C. Ribeiro
language : en
Publisher: I E E E
Release Date : 2000

Sixth Brazilian Symposium On Neural Networks written by Carlos H. C. Ribeiro and has been published by I E E E this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Computers categories.

With 46 papers from the November 2000 conference in Rio de Janeiro, this volume represents the work of computer scientists, artificial intelligence researchers, and engineers from around the world. They address issues like neurosymbolic processing, neural computation, scalars, CDMA and TCMA based neural nets, genetic algorithms, PARMA modeling, hierarchical neural models, web text mining, inverse kinematics problems in robot control, image compression, and morphological rules of similarity. Also included are abstracts of 24 other papers, originally written in Portugese or Spanish. Name index only. Annotation copyrighted by Book News, Inc., Portland, OR.

Von Mylengrath Sl Gten

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Author :
language : en
Publisher:
Release Date : 197?

Von Mylengrath Sl Gten written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 197? with categories.