Comprehensive analysis of gradient-based hyperparameter optimization algorithms.
Oleg Yu. BakhteevVadim V. StrijovPublished in: Ann. Oper. Res. (2020)
Keyphrases
- comprehensive analysis
- discrete optimization
- optimization problems
- computational complexity
- theoretical analysis
- optimization methods
- benchmark datasets
- worst case
- computationally efficient
- orders of magnitude
- global optimization
- learning algorithm
- genetic algorithm
- data mining
- probabilistic model
- data sets
- optimization algorithm
- significant improvement
- optimization method
- combinatorial optimization