Non-stochastic Best Arm Identification and Hyperparameter Optimization.
Kevin G. JamiesonAmeet TalwalkarPublished in: AISTATS (2016)
Keyphrases
- stochastic optimization
- stochastic programming
- global optimization
- gaussian processes
- optimization process
- constrained optimization
- optimization problems
- optimization algorithm
- optimization method
- stochastic search
- model selection
- evolution strategy
- image reconstruction
- maximum a posteriori
- data sets
- automatic identification
- stochastic processes
- bayesian networks
- case study