Accelerated Bayesian Optimisation through Weight-Prior Tuning.
Alistair ShiltonSunil GuptaSantu RanaPratibha VellankiCheng LiSvetha VenkateshLaurence ParkAlessandra SuttiDavid RubinThomas DorinAlireza VahidMurray HeightTeo SlezakPublished in: AISTATS (2020)
Keyphrases
- prior distribution
- tuning parameters
- bayesian methods
- genetic algorithm
- maximum likelihood
- maximum a posteriori
- posterior distribution
- bayesian model
- bayesian estimation
- prior knowledge
- fully bayesian
- bayesian networks
- conjugate priors
- neural network
- bayesian learning
- weight assignment
- mixture model
- bayesian framework
- parameter settings
- total weight
- bayesian models
- bayesian inference
- real time
- posterior probability
- data driven
- evolutionary algorithm
- data sets