Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its Parallelization.
Shion TakenoHitoshi FukuokaYuhki TsukadaToshiyuki KoyamaMotoki ShigaIchiro TakeuchiMasayuki KarasuyamaPublished in: ICML (2020)
Keyphrases
- search algorithm
- global search
- optimization problems
- bayesian networks
- search space
- search strategy
- search efficiency
- optimization algorithm
- search strategies
- information theoretic
- efficient optimization
- fine tuning
- search queries
- particle swarm optimization
- neural network
- data sets
- information theory
- optimization methods
- maximum likelihood
- data driven
- evolutionary algorithm
- combinatorial search