Automated Algorithm Selection: Survey and Perspectives

Automated Algorithm Selection: Survey and Perspectives

28 November 2018

Holger H. Hoos

Heike Trautmann

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Papers citing "Automated Algorithm Selection: Survey and Perspectives"

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Title
Black Magic in Deep Learning: How Human Skill Impacts Network Training Kanav Anand Ziqi Wang Marco Loog Jan van Gemert HAI 57 16 0 13 Aug 2020
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Matthias Feurer Katharina Eggensperger Stefan Falkner Marius Lindauer Frank Hutter 119 285 0 08 Jul 2020
Benchmarking in Optimization: Best Practice and Open Issues Thomas Bartz-Beielstein Carola Doerr Daan van den Berg Jakob Bossek Sowmya Chandrasekaran ... B. Naujoks Patryk Orzechowski Vanessa Volz Markus Wagner T. Weise 138 112 0 07 Jul 2020
Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm Selection on the Traveling Salesperson Problem M. Seiler J. Pohl Jakob Bossek P. Kerschke Heike Trautmann 33 21 0 29 Jun 2020
Exploratory Landscape Analysis is Strongly Sensitive to the Sampling Strategy Quentin Renau Carola Doerr Johann Dréo Benjamin Doerr 120 60 0 19 Jun 2020
Landscape-Aware Fixed-Budget Performance Regression and Algorithm Selection for Modular CMA-ES Variants Anja Jankovic Carola Doerr 58 38 0 17 Jun 2020
Anytime Behavior of Inexact TSP Solvers and Perspectives for Automated Algorithm Selection Jakob Bossek P. Kerschke Heike Trautmann 22 3 0 27 May 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
Online Preselection with Context Information under the Plackett-Luce Model Adil El Mesaoudi-Paul Viktor Bengs Eyke Hüllermeier 43 4 0 11 Feb 2020
Extreme Algorithm Selection With Dyadic Feature Representation Alexander Tornede Marcel Wever Eyke Hüllermeier 49 21 0 29 Jan 2020
Benchmarking Discrete Optimization Heuristics with IOHprofiler Carola Doerr Furong Ye Naama Horesh Hao Wang O. M. Shir Thomas Bäck 91 73 0 19 Dec 2019
Preselection Bandits Viktor Bengs Eyke Hüllermeier 47 6 0 13 Jul 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
Predicting Good Configurations for GitHub and Stack Overflow Topic Models Christoph Treude Markus Wagner 56 41 0 13 Apr 2018
Practical Transfer Learning for Bayesian Optimization Matthias Feurer Benjamin Letham Frank Hutter E. Bakshy 142 35 0 06 Feb 2018