Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization.
Hui YuanChengzhuo NiHuazheng WangXuezhou ZhangLe CongCsaba SzepesváriMengdi WangPublished in: NeurIPS (2022)
Keyphrases
- random sampling
- theoretical basis
- sampling algorithm
- theoretical framework
- constrained optimization
- natural selection
- discrete optimization
- temporal evolution
- evolution strategy
- optimization process
- optimization method
- adaptive sampling
- optimization model
- data sets
- decision problems
- sample size
- optimization algorithm
- optimization problems
- feature space
- optimal solution
- decision trees
- knowledge base
- genetic algorithm