Batch-Expansion Training: An Efficient Optimization Paradigm for Machine Learning.
Michal DerezinskiDhruv MahajanS. Sathiya KeerthiS. V. N. VishwanathanMarkus WeimerPublished in: CoRR (2017)
Keyphrases
- machine learning
- supervised learning
- optimization algorithm
- artificial intelligence
- global optimization
- machine learning methods
- batch mode
- computationally efficient
- decision trees
- stochastic gradient descent
- test set
- covariate shift
- optimization approaches
- optimization method
- machine learning algorithms
- training examples
- training set
- learning algorithm
- feature selection
- support vector
- knowledge acquisition
- active learning
- optimization problems
- transfer learning
- knowledge discovery
- information extraction
- learning problems
- natural language processing
- inductive learning
- optimization process
- training phase
- explanation based learning
- learning machines
- deep learning
- training data
- text classification
- training samples