TY - GEN
T1 - What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization
AU - Osika, Zuzanna
AU - Salazar, Jazmin Zatarain
AU - Roijers, Diederik M.
AU - Oliehoek, Frans A.
AU - Murukannaiah, Pradeep K.
PY - 2023
Y1 - 2023
N2 - We present a review that unifies decision-support methods for exploring the solutions produced by multi-objective optimization (MOO) algorithms. As MOO is applied to solve diverse problems, approaches for analyzing the trade-offs offered by MOO algorithms are scattered across fields. We provide an overview of the advances on this topic, including methods for visualization, mining the solution set, and uncertainty exploration as well as emerging research directions, including interactivity, explainability, and ethics. We synthesize these methods drawing from different fields of research to build a unified approach, independent of the application. Our goals are to reduce the entry barrier for researchers and practitioners on using MOO algorithms and to provide novel research directions.
AB - We present a review that unifies decision-support methods for exploring the solutions produced by multi-objective optimization (MOO) algorithms. As MOO is applied to solve diverse problems, approaches for analyzing the trade-offs offered by MOO algorithms are scattered across fields. We provide an overview of the advances on this topic, including methods for visualization, mining the solution set, and uncertainty exploration as well as emerging research directions, including interactivity, explainability, and ethics. We synthesize these methods drawing from different fields of research to build a unified approach, independent of the application. Our goals are to reduce the entry barrier for researchers and practitioners on using MOO algorithms and to provide novel research directions.
UR - http://www.scopus.com/inward/record.url?scp=85170366291&partnerID=8YFLogxK
U2 - 10.24963/ijcai.2023/755
DO - 10.24963/ijcai.2023/755
M3 - Conference contribution
AN - SCOPUS:85170366291
T3 - IJCAI International Joint Conference on Artificial Intelligence
SP - 6741
EP - 6749
BT - Proceedings of the 32nd International Joint Conference on Artificial Intelligence, IJCAI 2023
A2 - Elkind, Edith
PB - International Joint Conferences on Artificial Intelligence (IJCAI)
T2 - 32nd International Joint Conference on Artificial Intelligence, IJCAI 2023
Y2 - 19 August 2023 through 25 August 2023
ER -