Practical First-Order Bayesian Optimization Algorithms.
Utkarsh PrakashAryan CholleraKushagra KhatwaniPrabuchandran K. J.Tejas BodasPublished in: COMAD/CODS (2024)
Keyphrases
- optimization problems
- efficient optimization
- discrete optimization
- learning algorithm
- computational efficiency
- higher order
- practical problems
- times faster
- computational cost
- optimization approaches
- optimization procedure
- optimization methods
- recently developed
- first order logic
- monte carlo sampling
- combinatorial optimization
- orders of magnitude
- benchmark datasets
- machine learning algorithms
- computationally efficient
- maximum likelihood
- data mining techniques
- computational complexity