Coverart for item
The Resource Genetic programming theory and practice XI, Rick Riolo, Jason H. Moore, Mark Kotanchek, editors ; Foreword by Arthur K. Kordon, (electronic book)

Genetic programming theory and practice XI, Rick Riolo, Jason H. Moore, Mark Kotanchek, editors ; Foreword by Arthur K. Kordon, (electronic book)

Label
Genetic programming theory and practice XI
Title
Genetic programming theory and practice XI
Statement of responsibility
Rick Riolo, Jason H. Moore, Mark Kotanchek, editors ; Foreword by Arthur K. Kordon
Title variation
Genetic programming theory and practice 11
Contributor
Editor of compilation
Subject
Language
eng
Summary
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
Member of
Cataloging source
GW5XE
Dewey number
006.3
Illustrations
illustrations
Index
no index present
LC call number
QA76.623
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Riolo, Rick
  • Moore, Jason H.
  • Kotanchek, Mark
Series statement
Genetic and evolutionary computation
http://library.link/vocab/subjectName
Genetic programming (Computer science)
Label
Genetic programming theory and practice XI, Rick Riolo, Jason H. Moore, Mark Kotanchek, editors ; Foreword by Arthur K. Kordon, (electronic book)
Instantiates
Publication
Antecedent source
unknown
Color
multicolored
Contents
Extreme Accuracy in Symbolic Regression -- Exploring Interestingness in a Computational Evolution System for the Genome-Wide Genetic Analysis of Alzheimer's Disease -- Optimizing a Cloud Contract Portfolio using Genetic Programming-based Load Models -- Maintenance of a Long Running Distributed Genetic Programming System for Solving Problems Requiring Big Data -- Grounded Simulation: Using Simulated Evolution to Guide Embodied Evolution -- Applying Genetic Programming in Business Forecasting -- Explaining Unemployment Rates with Symbolic Regression -- Uniform Linear Transformation with Repair and Alternation in Genetic Programming -- A Deterministic and Symbolic Regression Hybrid Applied to Resting-State fMRI Data -- Gaining Deeper Insights in Symbolic Regression -- Geometric Semantic Genetic Programming for Real Life Applications -- Evaluation of Parameter Contribution to Neural Network Size and Fitness in ATHENA for Genetic Analysis
Control code
SPR876377363
Dimensions
unknown
Extent
1 online resource (240 pages)
File format
unknown
Form of item
online
Isbn
9781493903757
Level of compression
unknown
Other control number
10.1007/978-1-4939-0375-7
Other physical details
36 black & white illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Genetic programming theory and practice XI, Rick Riolo, Jason H. Moore, Mark Kotanchek, editors ; Foreword by Arthur K. Kordon, (electronic book)
Publication
Antecedent source
unknown
Color
multicolored
Contents
Extreme Accuracy in Symbolic Regression -- Exploring Interestingness in a Computational Evolution System for the Genome-Wide Genetic Analysis of Alzheimer's Disease -- Optimizing a Cloud Contract Portfolio using Genetic Programming-based Load Models -- Maintenance of a Long Running Distributed Genetic Programming System for Solving Problems Requiring Big Data -- Grounded Simulation: Using Simulated Evolution to Guide Embodied Evolution -- Applying Genetic Programming in Business Forecasting -- Explaining Unemployment Rates with Symbolic Regression -- Uniform Linear Transformation with Repair and Alternation in Genetic Programming -- A Deterministic and Symbolic Regression Hybrid Applied to Resting-State fMRI Data -- Gaining Deeper Insights in Symbolic Regression -- Geometric Semantic Genetic Programming for Real Life Applications -- Evaluation of Parameter Contribution to Neural Network Size and Fitness in ATHENA for Genetic Analysis
Control code
SPR876377363
Dimensions
unknown
Extent
1 online resource (240 pages)
File format
unknown
Form of item
online
Isbn
9781493903757
Level of compression
unknown
Other control number
10.1007/978-1-4939-0375-7
Other physical details
36 black & white illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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