c-TPE: Generalizing Tree-structured Parzen Estimator with Inequality Constraints for Continuous and Categorical Hyperparameter Optimization.
Shuhei WatanabeFrank HutterPublished in: CoRR (2022)
Keyphrases
- inequality constraints
- nonlinear programming
- constrained optimization
- convex quadratic
- optimization problems
- maximum a posteriori
- least squares
- linear programming
- maximum likelihood
- variational inequalities
- interior point methods
- knn
- optimization algorithm
- objective function
- density estimation
- constrained optimization problems
- special case
- em algorithm
- optimization methods
- penalty function
- evolutionary algorithm