Auto-WEKA: combined selection and hyperparameter optimization of classification algorithms.
Chris ThorntonFrank HutterHolger H. HoosKevin Leyton-BrownPublished in: KDD (2013)
Keyphrases
- discrete optimization
- benchmark datasets
- optimization problems
- learning algorithm
- classification algorithm
- combinatorial optimization
- machine learning algorithms
- classification accuracy
- pattern recognition
- machine learning methods
- machine learning
- data sets
- optimization methods
- instance selection
- fine tuning
- kernel machines
- text classification
- optimization algorithm
- worst case
- preprocessing
- computational complexity
- support vector
- naive bayes
- cross validation
- data mining algorithms
- supervised learning
- data structure
- data mining
- neural network