A Comparative Study in Data Mining: Clustering and Classification Capabilities.
Argyro MavrogiorgouAthanasios KiourtisDimosthenis KyriazisMarinos ThemistocleousPublished in: EMCIS (2017)
Keyphrases
- data mining
- unsupervised classification
- cluster analysis
- clustering analysis
- data pre processing
- clustering method
- neural network
- unsupervised learning
- data preprocessing
- pattern classification
- classification method
- support vector machine
- hierarchical clustering
- pattern recognition
- machine learning
- unsupervised clustering
- outlier detection
- image classification
- decision trees
- self organizing maps
- discovering patterns
- automatic classification
- supervised classification
- data clustering
- classification rules
- classification algorithm
- feature extraction
- preprocessing
- text classification
- density estimation
- clustering algorithm
- data analysis
- feature space
- k means
- data reduction
- classification scheme
- classification accuracy
- categorical data
- data points
- knowledge discovery
- microarray
- class labels
- high dimensionality
- supervised learning
- rough sets
- distance metric
- decision rules
- data mining algorithms
- gene expression profiles
- rule discovery
- data mining techniques
- feature vectors
- data mining tasks
- nearest neighbor
- classification models
- association rule mining
- pattern discovery
- data mining methods