Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach.
Syrine BelakariaJanardhan Rao DoppaNicolò FusiRishit ShethPublished in: AISTATS (2023)
Keyphrases
- optimization problems
- data driven
- learning systems
- e learning
- bayesian networks
- language learning
- iterative optimization
- optimization process
- learning materials
- learning activities
- learning environment
- optimization algorithm
- structured data
- bayesian inference
- optimization method
- learning process
- global optimization
- decision theoretic
- optimization methods
- posterior probability
- decision support
- learning strategies
- planning problems
- heuristic search
- learning outcomes
- constrained optimization
- lifelong learning
- neural network