Experimental Identification of Hard Data Sets for Classification and Feature Selection Methods with Insights on Method Selection.
Cuiju LuanGuozhu DongPublished in: CoRR (2017)
Keyphrases
- benchmark data sets
- data sets
- classification method
- classification algorithm
- classification accuracy
- support vector machine
- detection method
- support vector machine svm
- preprocessing
- classification process
- synthetic data
- pattern recognition
- machine learning methods
- cost function
- feature set
- training set
- input data
- significant improvement
- similarity measure
- image segmentation
- accuracy rate
- machine learning
- cross validation
- pattern classification
- image classification
- classification scheme
- selection strategy
- classification procedure
- ordinal data
- decision rules
- segmentation method
- training samples
- unsupervised learning
- feature vectors
- pairwise
- image sequences
- decision trees
- feature selection
- learning algorithm
- data mining
- real world