Near-Optimal Active Learning of Halfspaces via Query Synthesis in the Noisy Setting.
Lin ChenSeyed Hamed HassaniAmin KarbasiPublished in: AAAI (2017)
Keyphrases
- active learning
- relevance feedback
- active learner
- pool based active learning
- database
- query evaluation
- user queries
- response time
- query processing
- label noise
- learning strategies
- database queries
- data sources
- keywords
- query expansion
- range queries
- transfer learning
- object retrieval
- agnostic learning
- data structure
- retrieval systems
- learning algorithm
- training set
- user interaction
- semi supervised
- relational databases
- machine learning
- database systems
- query complexity
- selective sampling
- dnf formulas
- membership queries
- query formulation
- noisy data
- data streams
- information retrieval systems