We Won't Get Fooled Again: When Performance Metric Malfunction Affects the Landscape of Hyperparameter Optimization Problems.
Kalifou René TraoréAndrés CameroXiao Xiang ZhuPublished in: OLA (2023)
Keyphrases
- optimization problems
- evolutionary algorithm
- metaheuristic
- cost function
- metric space
- combinatorial optimization
- similarity metric
- optimization methods
- objective function
- fitness landscape
- traveling salesman problem
- multi objective
- model selection
- quality metrics
- optimization criteria
- distance metric
- hyperparameters
- metric learning
- data sets
- artificial neural networks
- pairwise
- machine learning