Preprocessing Optimization for Predictive Classification: Baseline Results from Six Industry Cases.
Markus VattulainenPublished in: Trans. Mach. Learn. Data Min. (2016)
Keyphrases
- preprocessing
- pattern classification
- classification accuracy
- machine learning
- feature extraction
- classification algorithm
- image classification
- support vector
- classification systems
- support vector machine
- optimization problems
- optimization algorithm
- predictive modeling
- classification models
- optimization method
- data preprocessing
- classification scheme
- automatic classification
- roc curve
- preprocessing step
- feature selection
- support vector machine svm
- preprocessing phase
- pattern recognition
- kernel machines
- preprocessing steps
- joint optimization
- classification process
- machine learning methods
- data mining
- machine learning algorithms
- case study
- evolutionary algorithm
- feature vectors