Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning.
Joseph GiovanelliAlexander TornedeTanja TornedeMarius LindauerPublished in: AAAI (2024)
Keyphrases
- preference learning
- gaussian processes
- multi objective problems
- multiple objectives
- multi objective
- ordinal regression
- optimization algorithm
- multi objective evolutionary algorithms
- particle swarm optimization
- differential evolution
- pairwise comparison
- gaussian process
- evolutionary algorithm
- optimization problems
- model selection
- optimization method
- recommender systems
- genetic algorithm
- pairwise
- hyperparameters
- information retrieval
- computational complexity
- particle swarm optimisation
- dynamic programming
- global optimization
- neural network
- linear programming
- web search