Regret Bounds for Transfer Learning in Bayesian Optimisation.
Alistair ShiltonSunil GuptaSantu RanaSvetha VenkateshPublished in: AISTATS (2017)
Keyphrases
- transfer learning
- regret bounds
- learning tasks
- knowledge transfer
- cross domain
- reinforcement learning
- labeled data
- semi supervised learning
- transfer knowledge
- machine learning
- text categorization
- bayesian networks
- structure learning
- machine learning algorithms
- bayesian inference
- text classification
- collaborative filtering
- learning algorithm
- online learning
- multi task
- active learning
- maximum likelihood
- text mining
- lower bound
- posterior distribution
- target domain
- multi class
- upper bound
- prior knowledge
- data distribution
- unlabeled data
- least squares
- graphical models