TY - JOUR
T1 - ACVIZ
T2 - A tool for the visual analysis of the configuration of algorithms with irace
AU - de Souza, Marcelo
AU - Ritt, Marcus
AU - López-Ibáñez, Manuel
AU - PEREZ CACERES, LESLIE ANGELICA
N1 - Funding Information:
This research has been supported by Coordenaç cão de Aperfeiç coamento de Pessoal de Nível Superior -- Brasil (CAPES) -- Finance Code 001. M. de Souza acknowledges the support of the Santa Catarina State University. M. Ritt acknowledges the support of CNPq (grant 437859/2018-5) and Google Research Latin America (grant 25111). L. Pérez Cáceres acknowledges the support of the Fondecyt Iniciación project 11190154. M. López-Ibáñez is a “Beatriz Galindo” Senior Distinguished Researcher (BEAGAL 18/00053) funded by the Spanish Ministry of Science and Innovation (MICINN).
Publisher Copyright:
© 2021 The Authors
PY - 2021/1
Y1 - 2021/1
N2 - This paper introduces acviz, a tool that helps to analyze the automatic configuration of algorithms with irace. It provides a visual representation of the configuration process, allowing users to extract useful information, e.g. how the configurations evolve over time. When test data is available, acviz also shows the performance of each configuration on the test instances. Using this visualization, users can analyze and compare the quality of the resulting configurations and observe the performance differences on training and test instances.
AB - This paper introduces acviz, a tool that helps to analyze the automatic configuration of algorithms with irace. It provides a visual representation of the configuration process, allowing users to extract useful information, e.g. how the configurations evolve over time. When test data is available, acviz also shows the performance of each configuration on the test instances. Using this visualization, users can analyze and compare the quality of the resulting configurations and observe the performance differences on training and test instances.
KW - Algorithm configuration
KW - irace
KW - Parameter tuning
UR - http://www.scopus.com/inward/record.url?scp=85104944596&partnerID=8YFLogxK
U2 - 10.1016/j.orp.2021.100186
DO - 10.1016/j.orp.2021.100186
M3 - Article
AN - SCOPUS:85104944596
SN - 2214-7160
VL - 8
JO - Operations Research Perspectives
JF - Operations Research Perspectives
M1 - 100186
ER -