Hyper-parameter Optimisation by Restrained Stochastic Hill Climbing.
Rhys StubbsKevin WilsonShahin RostamiPublished in: UKCI (2019)
Keyphrases
- hill climbing
- hyperparameters
- simulated annealing
- genetic algorithm ga
- search space
- model selection
- parameter settings
- cross validation
- closed form
- random sampling
- bayesian inference
- search algorithm
- search procedure
- support vector
- search strategy
- bayesian framework
- genetic algorithm
- prior information
- sample size
- noise level
- maximum likelihood
- systematic search
- hill climbing algorithm
- steepest ascent
- em algorithm
- tabu search
- incomplete data
- image reconstruction
- maximum a posteriori
- fitness function
- data streams
- data sets