Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model

20 January 2025

Papers citing "Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model"

21 / 21 papers shown

Title
Identifying Easy Instances to Improve Efficiency of ML Pipelines for Algorithm-Selection Quentin Renau Emma Hart 89 1 0 24 Jun 2024
On the Utility of Probing Trajectories for Algorithm-Selection Quentin Renau Emma Hart 86 6 0 23 Jan 2024
Comparing Algorithm Selection Approaches on Black-Box Optimization Problems Ana Kostovska Anja Jankovic Diederick Vermetten Jannis Brugger T. Eftimov Carola Doerr 74 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 80 13 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 84 11 0 08 Jun 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 55 8 0 17 Feb 2023
Per-run Algorithm Selection with Warm-starting using Trajectory-based Features Ana Kostovska Anja Jankovic Diederick Vermetten Jacob De Nobel Hao Wang T. Eftimov Carola Doerr 82 37 0 20 Apr 2022
Trajectory-based Algorithm Selection with Warm-starting Anja Jankovic Diederick Vermetten Ana Kostovska Jacob De Nobel T. Eftimov Carola Doerr 92 10 0 13 Apr 2022
Automated Algorithm Selection: from Feature-Based to Feature-Free Approaches M. Alissa Kevin Sim E. Hart 47 17 0 24 Mar 2022
Revisiting Deep Learning Models for Tabular Data Yu. V. Gorishniy Ivan Rubachev Valentin Khrulkov Artem Babenko LMTD 135 780 0 22 Jun 2021
HIVE-COTE 2.0: a new meta ensemble for time series classification Matthew Middlehurst J. Large Michael Flynn Jason Lines A. Bostrom A. Bagnall AI4TS 110 249 0 15 Apr 2021
Towards Feature-Based Performance Regression Using Trajectory Data Anja Jankovic T. Eftimov Carola Doerr 82 26 0 10 Feb 2021
Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions Quentin Renau Johann Dréo Carola Doerr Benjamin Doerr 62 33 0 01 Feb 2021
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 109 947 0 06 Oct 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
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 91 785 0 29 Oct 2019
sktime: A Unified Interface for Machine Learning with Time Series M. Löning A. Bagnall S. Ganesh V. Kazakov Jason Lines Franz J. Király SyDa AI4TS 72 233 0 17 Sep 2019
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 77 384 0 28 Nov 2018
shapeDTW: shape Dynamic Time Warping Jiaping Zhao Laurent Itti 59 209 0 06 Jun 2016
COCO: A Platform for Comparing Continuous Optimizers in a Black-Box Setting N. Hansen A. Auger Raymond Ros Olaf Mersmann Tea Tušar D. Brockhoff 88 430 0 29 Mar 2016
A Time Series Forest for Classification and Feature Extraction Houtao Deng G. Runger E. Tuv V. Martyanov 93 547 0 09 Feb 2013