Practical Bayesian optimization in the presence of outliers.
Ruben Martinez-CantinKevin TeeMichael McCourtPublished in: AISTATS (2018)
Keyphrases
- optimization algorithm
- real world
- bayesian networks
- global optimization
- outlier detection
- efficient optimization
- optimization process
- practical application
- optimization method
- data driven
- optimization problems
- data points
- optimization model
- case study
- monte carlo sampling
- maximum likelihood
- particle swarm optimization
- real time
- probabilistic model
- bayesian inference
- database systems
- constrained optimization
- robust statistics
- outlier removal