Automated Algorithm Selection on Continuous Black-Box Problems By
Combining Exploratory Landscape Analysis and Machine Learning

v1v2v3 (latest)

Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning

24 November 2017

Heike Trautmann

ArXiv (abs)PDF HTML

Papers citing "Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning"

12 / 62 papers shown

Title
Landscape-Aware Fixed-Budget Performance Regression and Algorithm Selection for Modular CMA-ES Variants Anja Jankovic Carola Doerr 58 38 0 17 Jun 2020
Towards Dynamic Algorithm Selection for Numerical Black-Box Optimization: Investigating BBOB as a Use Case Diederick Vermetten Hongya Wang Carola Doerr Thomas Bäck 56 15 0 11 Jun 2020
Towards Feature-free TSP Solver Selection: A Deep Learning Approach Kangfei Zhao Shengcai Liu Yu Rong Jianwei Yu 71 2 0 01 Jun 2020
Versatile Black-Box Optimization Jialin Liu A. Moreau Mike Preuss Baptiste Roziere Jérémy Rapin F. Teytaud O. Teytaud 57 38 0 29 Apr 2020
Initial Design Strategies and their Effects on Sequential Model-Based Optimization Jakob Bossek Carola Doerr P. Kerschke 70 27 0 30 Mar 2020
CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems A. Fischbach Jan Strohschein Andreas Bunte Jörg Stork Heide Faeskorn-Woyke N. Moriz Thomas Bartz-Beielstein 23 18 0 26 Feb 2020
Black Box Algorithm Selection by Convolutional Neural Network Yaodong He S. Y. Yuen 17 5 0 22 Dec 2019
One-Shot Decision-Making with and without Surrogates Jakob Bossek P. Kerschke Aneta Neumann Frank Neumann Carola Doerr 127 2 0 19 Dec 2019
Instruction-Level Design of Local Optimisers using Push GP M. Lones 62 11 0 24 May 2019
Online Selection of CMA-ES Variants Diederick Vermetten Sander van Rijn Thomas Bäck Carola Doerr 59 26 0 16 Apr 2019
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 71 384 0 28 Nov 2018
A new Taxonomy of Continuous Global Optimization Algorithms Jörg Stork A. E. Eiben Thomas Bartz-Beielstein 53 33 0 27 Aug 2018