A fuzzy-based data transformation for feature extraction to increase classification performance with small medical data sets.
Der-Chiang LiChiao-Wen LiuSusan C. HuPublished in: Artif. Intell. Medicine (2011)
Keyphrases
- feature extraction
- data transformation
- medical data sets
- classification rules
- feature vectors
- pattern recognition
- image classification
- preprocessing
- dimension reduction
- data integration
- data mining
- rule sets
- decision trees
- classification accuracy
- dimensionality reduction
- fuzzy sets
- feature space
- support vector
- class labels
- feature selection
- machine learning
- classification algorithm
- membership functions
- database
- active learning
- image processing
- data warehousing
- fuzzy rules
- decision rules
- genetic programming
- text classification