Algorithm selection based on exploratory landscape analysis and cost-sensitive learning

• Optimization Is Not Enough: Why Problem Formulation Deserves Equal Attention

  2026 Communications in computer and information science conference-paper Engineering Topology Optimization in Engineering Open access

  0

  citations
• Temporal True and Surrogate Fitness Landscape Analysis for Expensive Bi-Objective Optimisation

  2024 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  2

  citations
• MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts

  2024 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  17

  citations
• Generating Cheap Representative Functions for Expensive Automotive Crashworthiness Optimization

  2024 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  8

  citations
• DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis

  2023 conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  24

  citations
• Exploratory Landscape Analysis

  2023 conference-paper Computer Science Metaheuristic Optimization Algorithms Research

  8

  citations
• AI for Expensive Optimization Problems in Industry

  2023 IEEE Conference on Artificial Intelligence (CAI) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  0

  citations
• BBOB Instance Analysis: Landscape Properties and Algorithm Performance Across Problem Instances

  2023 Lecture notes in computer science conference-paper Computer Science Metaheuristic Optimization Algorithms Research

  15

  citations
• Evolutionary Algorithms for Parameter Optimization—Thirty Years Later

  2023 Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access

  86

  citations
• Trajectory-based Algorithm Selection with Warm-starting

  2022 IEEE Congress on Evolutionary Computation (CEC) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  12

  citations
• Learning the characteristics of engineering optimization problems with applications in automotive crash

  2022 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  31

  citations
• Per-run Algorithm Selection with Warm-Starting Using Trajectory-Based Features

  2022 Lecture notes in computer science conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  38

  citations
• Per-Instance Configuration of the Modularized CMA-ES by Means of Classifier Chains and Exploratory Landscape Analysis

  2020 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  17

  citations

13 results