VARIQuery: VAE Segment-Based Active Learning for Query Selection in Preference-Based Reinforcement Learning.
Daniel MartaSimon HolkChristian PekJana TumovaIolanda LeitePublished in: IROS (2023)
Keyphrases
- active learning
- reinforcement learning
- relevance feedback
- learning algorithm
- database
- response time
- query evaluation
- query processing
- transfer learning
- random selection
- user queries
- semi supervised
- database queries
- state space
- function approximation
- supervised learning
- sample selection
- machine learning
- active exploration
- view selection
- data sources
- data structure
- range queries
- markov decision processes
- learning strategies
- information retrieval systems
- retrieval method
- query formulation
- reinforcement learning algorithms
- similarity assessment
- learning process
- keywords