Book 2015

Handbook of Genetic Programming Applications

Editors:

ISBN: 978-3-319-20882-4 (Print) 978-3-319-20883-1 (Online)

Table of contents (23 chapters)

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  1. Front Matter

    Pages i-xi

  2. Overview of Genetic Programming Applications

    1. Front Matter

      Pages 1-1

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      Chapter

      Pages 3-36

      Graph-Based Evolutionary Art

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      Chapter

      Pages 37-57

      Genetic Programming for Modelling of Geotechnical Engineering Systems

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      Chapter

      Pages 59-70

      Application of Genetic Programming in Hydrology

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      Chapter

      Pages 71-97

      Application of Gene-Expression Programming in Hydraulic Engineering

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      Chapter

      Pages 99-140

      Genetic Programming Applications in Chemical Sciences and Engineering

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      Chapter

      Pages 141-154

      Application of Genetic Programming for Electrical Engineering Predictive Modeling: A Review

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      Chapter

      Pages 155-177

      Mate Choice in Evolutionary Computation

  3. Specialized Applications

    1. Front Matter

      Pages 179-179

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      Chapter

      Pages 181-220

      Genetically Improved Software

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      Chapter

      Pages 221-244

      Design of Real-Time Computer-Based Systems Using Developmental Genetic Programming

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      Chapter

      Pages 245-287

      Image Classification with Genetic Programming: Building a Stage 1 Computer Aided Detector for Breast Cancer

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      Chapter

      Pages 289-307

      On the Application of Genetic Programming for New Generation of Ground Motion Prediction Equations

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      Chapter

      Pages 309-343

      Evaluation of Liquefaction Potential of Soil Based on Shear Wave Velocity Using Multi-Gene Genetic Programming

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      Chapter

      Pages 345-357

      Site Characterization Using GP, MARS and GPR

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      Chapter

      Pages 359-379

      Use of Genetic Programming Based Surrogate Models to Simulate Complex Geochemical Transport Processes in Contaminated Mine Sites

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      Chapter

      Pages 381-398

      Potential of Genetic Programming in Hydroclimatic Prediction of Droughts: An Indian Perspective

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      Chapter

      Pages 399-430

      Application of Genetic Programming for Uniaxial and Multiaxial Modeling of Concrete

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      Chapter

      Pages 431-450

      Genetic Programming for Mining Association Rules in Relational Database Environments

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      Chapter

      Pages 451-480

      Evolving GP Classifiers for Streaming Data Tasks with Concept Change and Label Budgets: A Benchmarking Study

  4. Hybrid Approaches

    1. Front Matter

      Pages 481-481

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      Chapter

      Pages 483-499

      A New Evolutionary Approach to Geotechnical and Geo-Environmental Modelling

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      Chapter

      Pages 501-529

      Application of GFA-MLR and G/PLS Techniques in QSAR/QSPR Studies with Application in Medicinal Chemistry and Predictive Toxicology

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