Faster Algorithms for Large-scale Machine Learning using Simple Sampling Techniques.
Vinod Kumar ChauhanKalpana DahiyaAnuj SharmaPublished in: CoRR (2018)
Keyphrases
- machine learning
- learning algorithm
- machine learning algorithms
- highly efficient
- orders of magnitude
- machine learning methods
- real life
- benchmark datasets
- optimization problems
- worst case
- computational cost
- times faster
- model selection
- computational efficiency
- learning tasks
- explanation based learning
- sampled data
- theoretical analysis
- computationally efficient
- data sets
- pattern recognition
- data structure
- clustering algorithm
- feature selection
- real world