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Genetic Programming

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Cover of 'Genetic Programming'

Table of Contents

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    Book Overview
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    Chapter 1 Evolutionary Program Sketching
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    Chapter 2 Exploring Fitness and Edit Distance of Mutated Python Programs
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    Chapter 3 Differentiable Genetic Programming
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    Chapter 4 Evolving Game State Features from Raw Pixels
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    Chapter 5 Emergent Tangled Graph Representations for Atari Game Playing Agents
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    Chapter 6 A General Feature Engineering Wrapper for Machine Learning Using $$\epsilon $$ -Lexicase Survival
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    Chapter 7 Visualising the Search Landscape of the Triangle Program
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    Chapter 8 RANSAC-GP: Dealing with Outliers in Symbolic Regression with Genetic Programming
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    Chapter 9 Symbolic Regression on Network Properties
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    Chapter 10 Evolving Time-Invariant Dispatching Rules in Job Shop Scheduling with Genetic Programming
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    Chapter 11 Strategies for Improving the Distribution of Random Function Outputs in GSGP
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    Chapter 12 Synthesis of Mathematical Programming Constraints with Genetic Programming
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    Chapter 13 Grammatical Evolution of Robust Controller Structures Using Wilson Scoring and Criticality Ranking
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    Chapter 14 Using Feature Clustering for GP-Based Feature Construction on High-Dimensional Data
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    Chapter 15 Geometric Semantic Crossover with an Angle-Aware Mating Scheme in Genetic Programming for Symbolic Regression
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    Chapter 16 RECIPE: A Grammar-Based Framework for Automatically Evolving Classification Pipelines
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    Chapter 17 A Grammar Design Pattern for Arbitrary Program Synthesis Problems in Genetic Programming
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    Chapter 18 Improving the Tartarus Problem as a Benchmark in Genetic Programming
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    Chapter 19 A New Subgraph Crossover for Cartesian Genetic Programming
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    Chapter 20 A Comparative Study of Different Grammar-Based Genetic Programming Approaches
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    Chapter 21 A Comparative Analysis of Dynamic Locality and Redundancy in Grammatical Evolution
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    Chapter 22 On Evolutionary Approximation of Sigmoid Function for HW/SW Embedded Systems
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  • High Attention Score compared to outputs of the same age and source (88th percentile)

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