Initializing hyper-parameter tuning with a metaheuristic-ensemble method: a case study using time-series weather data.
Muhammed Maruf ÖztürkPublished in: Evol. Intell. (2023)
Keyphrases
- parameter tuning
- metaheuristic
- ensemble methods
- weather data
- tabu search
- prediction accuracy
- optimization problems
- scatter search
- simulated annealing
- ant colony optimization
- machine learning methods
- decision trees
- benchmark datasets
- genetic algorithm
- ensemble learning
- path relinking
- combinatorial optimization
- search space
- random forest
- optimal solution
- parameter settings
- iterated local search
- optimization method
- vehicle routing problem
- base classifiers
- particle swarm optimization
- benchmark instances
- ensemble classifier
- machine learning
- subspace methods
- guided local search
- ant colony optimization metaheuristic
- set of benchmark instances
- objective function
- pairwise
- artificial neural networks
- evolutionary algorithm
- non stationary
- remote sensing
- feature subset