Shilton, Alistair
- Bayesian Optimization for Categorical and Category-Specific Continuous Inputs
2019/11/28 by Dang Nguyen, Nguyen, Dang, Sunil Gupta +7 · 5 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Multi-objective Bayesian optimisation with preferences over objectives
2019/02/12 by Abdolshah, Majid, Shilton, Alistair, Rana, Santu +2 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- High Dimensional Bayesian Optimization Using Dropout
2018/02/15 by Li, Cheng, Gupta, Sunil, Rana, Santu +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (stat.ML)
- Cost-aware Multi-objective Bayesian optimisation
2019/09/09 by Majid Abdolshah, Alistair Shilton, Abdolshah, Majid +7 · 1 citation
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- Sequential Subspace Search for Functional Bayesian Optimization\n Incorporating Experimenter Intuition
2020/09/08 by Alistair Shilton, Shilton, Alistair, Sunil Gupta +5 · 1 citation
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification