Parallel Multi-Objective Hyperparameter Optimization with Uniform Normalization and Bounded Objectives.
Romain EgeleTyler ChangYixuan SunVenkatram VishwanathPrasanna BalaprakashPublished in: CoRR (2023)
Keyphrases
- multi objective
- multiple objectives
- conflicting objectives
- optimization algorithm
- multi objective evolutionary algorithms
- multi objective optimization
- evolutionary algorithm
- multiobjective optimization
- evolutionary optimization
- pareto optimal
- multiobjective evolutionary algorithms
- single objective optimization
- optimum design
- pareto optimal solutions
- objective function
- optimization problems
- trade off
- nsga ii
- engineering design problems
- particle swarm
- optimization method
- bi objective
- multi objective optimization problems
- particle swarm optimization
- genetic algorithm
- multiobjective evolutionary algorithm
- multi objective problems
- differential evolution
- decision makers
- gaussian processes
- optimization process
- fitness function
- global optimization
- neural network
- computer architecture
- preprocessing
- parallel implementation
- shared memory
- combinatorial optimization
- closed form