A discrete mathematics approach for large scale improvement in classification training time.
Sumedh YadavMathis BodePublished in: IEEE BigData (2019)
Keyphrases
- training phase
- training samples
- training set
- supervised learning
- training process
- classification accuracy
- decision trees
- support vector
- hierarchical text classification
- labelled data
- feature vectors
- feature extraction
- computer science
- pattern recognition
- support vector machine
- image classification
- text classification
- feature selection
- automatic classification
- real world
- classification systems
- multi layer perceptron
- training algorithm
- machine learning
- small scale
- classification process
- training procedure
- training examples
- structured prediction
- training patterns
- classifier training
- neural network
- data sets
- classification scheme
- cost sensitive
- classification algorithm
- test set
- machine learning algorithms
- model selection
- online learning
- significant improvement