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Parallel Problem Solving from Nature – PPSN XVII

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Cover of 'Parallel Problem Solving from Nature – PPSN XVII'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods
  3. Altmetric Badge
    Chapter 2 Improving Nevergrad’s Algorithm Selection Wizard NGOpt Through Automated Algorithm Configuration
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    Chapter 3 Non-elitist Selection Can Improve the Performance of Irace
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    Chapter 4 Per-run Algorithm Selection with Warm-Starting Using Trajectory-Based Features
  6. Altmetric Badge
    Chapter 5 A Systematic Approach to Analyze the Computational Cost of Robustness in Model-Assisted Robust Optimization
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    Chapter 6 Adaptive Function Value Warping for Surrogate Model Assisted Evolutionary Optimization
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    Chapter 7 Efficient Approximation of Expected Hypervolume Improvement Using Gauss-Hermite Quadrature
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    Chapter 8 Finding Knees in Bayesian Multi-objective Optimization
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    Chapter 9 High Dimensional Bayesian Optimization with Kernel Principal Component Analysis
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    Chapter 10 Single Interaction Multi-Objective Bayesian Optimization
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    Chapter 11 Surrogate-Assisted LSHADE Algorithm Utilizing Recursive Least Squares Filter
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    Chapter 12 Towards Efficient Multiobjective Hyperparameter Optimization: A Multiobjective Multi-fidelity Bayesian Optimization and Hyperband Algorithm
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    Chapter 13 A Continuous Optimisation Benchmark Suite from Neural Network Regression
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    Chapter 14 BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems
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    Chapter 15 Evolutionary Approaches to Improving the Layouts of Instance-Spaces
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    Chapter 16 A Novelty-Search Approach to Filling an Instance-Space with Diverse and Discriminatory Instances for the Knapsack Problem
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    Chapter 17 Co-evolutionary Diversity Optimisation for the Traveling Thief Problem
  19. Altmetric Badge
    Chapter 18 Computing High-Quality Solutions for the Patient Admission Scheduling Problem Using Evolutionary Diversity Optimisation
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    Chapter 19 Cooperative Multi-agent Search on Endogenously-Changing Fitness Landscapes
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    Chapter 20 Evolutionary Algorithm for Vehicle Routing with Diversity Oscillation Mechanism
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    Chapter 21 Evolutionary Algorithms for Limiting the Effect of Uncertainty for the Knapsack Problem with Stochastic Profits
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    Chapter 22 Self-adaptation via Multi-objectivisation: An Empirical Study
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    Chapter 23 The Combined Critical Node and Edge Detection Problem. An Evolutionary Approach
  25. Altmetric Badge
    Chapter 24 Attention-Based Genetic Algorithm for Adversarial Attack in Natural Language Processing
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    Chapter 25 Deep Reinforcement Learning with Two-Stage Training Strategy for Practical Electric Vehicle Routing Problem with Time Windows
  27. Altmetric Badge
    Chapter 26 Evolving Through the Looking Glass: Learning Improved Search Spaces with Variational Autoencoders
  28. Altmetric Badge
    Chapter 27 Generalization and Computation for Policy Classes of Generative Adversarial Imitation Learning
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    Chapter 28 Generative Models over Neural Controllers for Transfer Learning
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    Chapter 29 HVC-Net: Deep Learning Based Hypervolume Contribution Approximation
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    Chapter 30 Multi-objective Evolutionary Ensemble Pruning Guided by Margin Distribution
  32. Altmetric Badge
    Chapter 31 Revisiting Attention-Based Graph Neural Networks for Graph Classification
  33. Altmetric Badge
    Chapter 32 Robust Neural Network Pruning by Cooperative Coevolution
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    Chapter 33 SemiGraphFL: Semi-supervised Graph Federated Learning for Graph Classification
  35. Altmetric Badge
    Chapter 34 Evolutionary Design of Reduced Precision Preprocessor for Levodopa-Induced Dyskinesia Classifier
  36. Altmetric Badge
    Chapter 35 In-Materio Extreme Learning Machines
  37. Altmetric Badge
    Chapter 36 On the Impact of the Duration of Evaluation Episodes on the Evolution of Adaptive Robots
  38. Altmetric Badge
    Chapter 37 Analysing the Fitness Landscape Rotation for Combinatorial Optimisation
  39. Altmetric Badge
    Chapter 38 Analysis of Search Landscape Samplers for Solver Performance Prediction on a University Timetabling Problem
  40. Altmetric Badge
    Chapter 39 Fractal Dimension and Perturbation Strength: A Local Optima Networks View
  41. Altmetric Badge
    Chapter 40 HPO $$\times $$ × ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis
  42. Altmetric Badge
    Chapter 41 Increasing the Diversity of Benchmark Function Sets Through Affine Recombination
  43. Altmetric Badge
    Chapter 42 Neural Architecture Search: A Visual Analysis
Attention for Chapter 2: Improving Nevergrad’s Algorithm Selection Wizard NGOpt Through Automated Algorithm Configuration
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Chapter title
Improving Nevergrad’s Algorithm Selection Wizard NGOpt Through Automated Algorithm Configuration
Chapter number 2
Book title
Parallel Problem Solving from Nature – PPSN XVII
Published in
arXiv, September 2022
DOI 10.1007/978-3-031-14714-2_2
Book ISBNs
978-3-03-114713-5, 978-3-03-114714-2
Authors

Risto Trajanov, Ana Nikolikj, Gjorgjina Cenikj, Fabien Teytaud, Mathurin Videau, Olivier Teytaud, Tome Eftimov, Manuel López-Ibáñez, Carola Doerr, Trajanov, Risto, Nikolikj, Ana, Cenikj, Gjorgjina, Teytaud, Fabien, Videau, Mathurin, Teytaud, Olivier, Eftimov, Tome, López-Ibáñez, Manuel, Doerr, Carola

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