Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning.
Joseph GiovanelliAlexander TornedeTanja TornedeMarius LindauerPublished in: CoRR (2023)
Keyphrases
- preference learning
- gaussian processes
- multi objective problems
- multiple objectives
- multi objective evolutionary algorithms
- ordinal regression
- multi objective
- optimization algorithm
- gaussian process
- particle swarm optimization
- multi objective optimization
- active learning
- optimization method
- recommender systems
- global optimization
- differential evolution
- pairwise comparison
- optimization problems
- evolutionary algorithm
- hyperparameters
- combinatorial optimization
- particle swarm optimisation
- fuzzy logic