Efficient Classification of Binary Data Stream with Concept Drifting Using Conjunction Rule Based Boolean Classifier.
Yiou XiaoKishan G. MehrotraChilukuri K. MohanPublished in: IEA/AIE (2015)
Keyphrases
- data streams
- binary classifiers
- mining concept drifting data streams
- classification algorithm
- ensemble classifier
- concept drift
- decision trees
- support vector machine
- support vector
- class labels
- feature selection
- stream data
- concept drifting data streams
- training samples
- concept drifting
- multi class
- streaming data
- training set
- feature space
- mining data streams
- classification accuracy
- feature set
- svm classifier
- machine learning
- classification models
- ensemble learning
- sliding window
- unsupervised learning
- feature extraction
- change detection
- supervised learning
- incremental learning
- data mining
- generalization ability
- k nearest neighbor
- text classification
- weak classifiers
- high dimensionality
- knn
- feature vectors
- training data
- machine learning methods
- learning algorithm
- support vector machine svm