Improved Algorithms for Agnostic Pool-based Active Classification.
Julian Katz-SamuelsJifan ZhangLalit JainKevin JamiesonPublished in: CoRR (2021)
Keyphrases
- classification algorithm
- significant improvement
- benchmark datasets
- machine learning
- uci machine learning repository
- pattern recognition
- orders of magnitude
- theoretical analysis
- nearest neighbour
- data reduction
- times faster
- machine learning methods
- cross validation
- machine learning algorithms
- computationally efficient
- classification accuracy
- data structure
- data sets
- model selection
- text classification
- feature set
- worst case
- decision rules
- feature extraction
- pattern classification
- decision trees
- classification systems
- feature selection
- learning algorithm
- decision tree algorithms