Taking the Human Out of the Loop: A Review of Bayesian Optimization.
Bobak ShahriariKevin SwerskyZiyu WangRyan P. AdamsNando de FreitasPublished in: Proc. IEEE (2016)
Keyphrases
- optimization algorithm
- literature review
- optimization problems
- optimization methods
- global optimization
- monte carlo sampling
- data sets
- optimization strategies
- discrete optimization
- bayesian estimation
- human subjects
- neural network
- information retrieval
- data driven
- feature selection
- bayesian networks
- social networks
- optimal design
- evolution strategy
- decision theory
- optimization model
- human computer interaction
- optimization process
- posterior distribution
- human behavior
- objective function
- posterior probability
- maximum likelihood