Combinatorial Bayesian optimization with random mapping functions to convex polytopes.
Jungtaek KimSeungjin ChoiMinsu ChoPublished in: UAI (2022)
Keyphrases
- efficient optimization
- quasiconvex
- convex hull
- convex relaxation
- objective function
- risk minimization
- monte carlo sampling
- optimization algorithm
- convex optimization
- convex programming
- optimization process
- bayesian inference
- lattice points
- multi valued
- digital convexity
- posterior probability
- global optimization
- optimization problems
- genetic algorithm
- alternating optimization
- minimize a cost function
- saddle point
- extreme points
- bayesian learning
- maximum likelihood
- bayesian networks