Asynchronous Distributed Bayesian Optimization at HPC Scale.
Romain EgeleJoceran GouneauVenkatram VishwanathIsabelle GuyonPrasanna BalaprakashPublished in: CoRR (2022)
Keyphrases
- optimization problems
- global optimization
- cooperative
- autonomy oriented computing
- constrained optimization
- distributed systems
- optimization algorithm
- maximum likelihood
- optimization process
- distributed environment
- optimization method
- high performance computing
- scale space
- peer to peer
- search algorithm
- monte carlo sampling
- bayesian estimation
- efficient optimization
- gaussian processes
- distributed constraint satisfaction
- combinatorial optimization
- communication cost
- computer networks
- data sets
- wireless sensor networks
- bayesian networks
- database systems
- bayesian learning
- particle swarm optimization
- data driven
- scientific computing
- computing infrastructure
- multiscale