Dynamic Exploration-Exploitation Trade-Off in Active Learning Regression with Bayesian Hierarchical Modeling.
Upala Junaida IslamKamran PaynabarGeorge RungerAshif Sikandar IquebalPublished in: CoRR (2023)
Keyphrases
- active learning
- sparse bayesian learning
- dynamic environments
- learning strategies
- gaussian processes
- data driven
- model selection
- regression model
- dynamic aspects
- machine learning
- genetic programming
- hierarchical bayesian
- data sets
- linear regression
- regression function
- ridge regression
- hierarchical clustering
- multi variate
- nonparametric bayesian
- regression algorithm
- regression method
- experimental design
- random sampling
- hierarchical structure
- generative model
- supervised learning
- data mining