Improving supervised learning performance by using fuzzy clustering method to select training data.
Donghai GuanWeiwei YuanYoung-Koo LeeAndrey GavrilovSungyoung LeePublished in: J. Intell. Fuzzy Syst. (2008)
Keyphrases
- supervised learning
- training data
- fuzzy clustering method
- fuzzy c means algorithm
- fuzzy clustering
- training set
- learning algorithm
- training examples
- semi supervised learning
- decision trees
- unsupervised learning
- data sets
- generalization error
- labeled data
- active learning
- test data
- unlabeled data
- training samples
- semi supervised
- multiple instance learning
- clustering method
- machine learning
- fuzzy c means
- learning tasks
- labeled training data
- fuzzy similarity
- class labels
- support vector machine
- classification accuracy
- expert systems
- genetic algorithm
- data mining