Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains.
Katharina BlechschmidtJoachim GiesenSören LauePublished in: ICML (2015)
Keyphrases
- approximate solutions
- multi dimensional
- optimization problems
- hard optimization problems
- hyperparameters
- np hard
- optimal solution
- metaheuristic
- evolutionary algorithm
- cost function
- model selection
- exact solution
- support vector
- objective function
- bayesian inference
- particle filter
- noise level
- parameter settings
- combinatorial optimization
- genetic algorithm
- closed form
- cross validation
- prior information
- sample size
- high dimensional
- machine learning
- maximum likelihood
- upper bound