Per-run Algorithm Selection with Warm-starting using Trajectory-based Features

20 April 2022

Papers citing "Per-run Algorithm Selection with Warm-starting using Trajectory-based Features"

28 / 28 papers shown

Title
Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model Quentin Renau E. Hart 29 0 0 20 Jan 2025
MO-IOHinspector: Anytime Benchmarking of Multi-Objective Algorithms using IOHprofiler Diederick Vermetten Jeroen Rook Oliver L. Preuß Jacob De Nobel Carola Doerr Manuel López-Ibánez Heike Trautmann Thomas Bäck 74 2 0 10 Dec 2024
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-jiao Gong Jun Zhang Kay Chen Tan 119 2 0 01 Nov 2024
Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization Konstantin Dietrich Raphael Patrick Prager Carola Doerr Heike Trautmann 26 0 0 10 Jul 2024
Identifying Easy Instances to Improve Efficiency of ML Pipelines for Algorithm-Selection Quentin Renau Emma Hart 33 1 0 24 Jun 2024
A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization Gjorgjina Cenikj Ana Nikolikj Gašper Petelin Niki van Stein Carola Doerr T. Eftimov 54 1 0 08 Jun 2024
Generalization Ability of Feature-based Performance Prediction Models: A Statistical Analysis across Benchmarks Ana Nikolikj Ana Kostovska Gjorgjina Cenikj Carola Doerr T. Eftimov 28 2 0 20 May 2024
Impact of Training Instance Selection on Automated Algorithm Selection Models for Numerical Black-box Optimization Konstantin Dietrich Diederick Vermetten Carola Doerr P. Kerschke 24 1 0 11 Apr 2024
Temporal True and Surrogate Fitness Landscape Analysis for Expensive Bi-Objective Optimisation Cedric J. Rodriguez Sarah L. Thomson Tanja Alderliesten Peter A. N. Bosman 26 2 0 09 Apr 2024
Impact of spatial transformations on landscape features of CEC2022 basic benchmark problems Haoran Yin Diederick Vermetten Furong Ye Thomas H. W. Bäck Anna V. Kononova 18 0 0 12 Feb 2024
On the Utility of Probing Trajectories for Algorithm-Selection Quentin Renau Emma Hart 35 6 0 23 Jan 2024
MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr 16 8 0 18 Dec 2023
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization Ana Kostovska Gjorgjina Cenikj Diederick Vermetten Anja Jankovic Ana Nikolikj Urban Škvorc Peter Korošec Carola Doerr T. Eftimov 25 1 0 14 Oct 2023
Comparing Algorithm Selection Approaches on Black-Box Optimization Problems Ana Kostovska Anja Jankovic Diederick Vermetten S. Džeroski T. Eftimov Carola Doerr 23 10 0 30 Jun 2023
MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr 31 11 0 18 Jun 2023
DynamoRep: Trajectory-Based Population Dynamics for Classification of Black-box Optimization Problems Gjorgjina Cenikj G. Petelin Carola Doerr Peter Korošec T. Eftimov 31 11 0 08 Jun 2023
Representation-agnostic distance-driven perturbation for optimizing ill-conditioned problems Kirill Antonov Anna V. Kononova Thomas Bäck Niki van Stein 19 0 0 05 Jun 2023
Algorithm Instance Footprint: Separating Easily Solvable and Challenging Problem Instances Ana Nikolikj Savso Dvzeroski Mario Andrés Muñoz Carola Doerr Peter Korovsec T. Eftimov 28 5 0 01 Jun 2023
Assessing the Generalizability of a Performance Predictive Model Ana Nikolikj Gjorgjina Cenikj Gordana Ispirova Diederick Vermetten Ryan Dieter Lang A. Engelbrecht Carola Doerr Peter Korošec T. Eftimov 24 3 0 31 May 2023
Sensitivity Analysis of RF+clust for Leave-one-problem-out Performance Prediction Ana Nikolikj Michal Pluhacek Carola Doerr Peter Korošec T. Eftimov 22 2 0 30 May 2023
Using Automated Algorithm Configuration for Parameter Control D. Chen M. Buzdalov Carola Doerr Nguyen Dang 31 4 0 23 Feb 2023
To Switch or not to Switch: Predicting the Benefit of Switching between Algorithms based on Trajectory Features Diederick Vermetten Hao Wang Kevin Sim E. Hart 8 8 0 17 Feb 2023
RF+clust for Leave-One-Problem-Out Performance Prediction Ana Nikolikj Carola Doerr T. Eftimov 24 6 0 23 Jan 2023
Explainable Model-specific Algorithm Selection for Multi-Label Classification Ana Kostovska Carola Doerr S. Džeroski D. Kocev P. Panov T. Eftimov 11 1 0 21 Nov 2022
Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis C. Benjamins Anja Jankovic E. Raponi K. Blom Marius Lindauer Carola Doerr 25 5 0 17 Nov 2022
Switching between Numerical Black-box Optimization Algorithms with Warm-starting Policies D. Schroder Diederick Vermetten Hongya Wang Carola Doerr Thomas Bäck 37 1 0 13 Apr 2022
IOHexperimenter: Benchmarking Platform for Iterative Optimization Heuristics Jacob De Nobel Furong Ye Diederick Vermetten Hao Wang Carola Doerr Thomas Bäck 22 41 0 07 Nov 2021
Towards Feature-Based Performance Regression Using Trajectory Data Anja Jankovic T. Eftimov Carola Doerr 28 26 0 10 Feb 2021