Siu Lun Chau
- Deconditional Downscaling with Gaussian Processes
2021/05/27 by Siu Lun Chau, Shahine Bouabid, Chau, Siu Lun +3 · 5 citations
Computer Science · Environmental Science · #Atmospheric and Environmental Gas Dynamics #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Remote Sensing in Agriculture
- Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models
2023/05/24 by Siu Lun Chau, Chau, Siu Lun, Krikamol Muandet +3 · 5 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Gaussian Processes and Bayesian Inference #Bayesian Modeling and Causal Inference
- BayesIMP: Uncertainty Quantification for Causal Data Fusion
2021/06/07 by Siu Lun Chau, Jean-François Ton, Chau, Siu Lun +7 · 3 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Learning Inconsistent Preferences with Gaussian Processes
2020/06/06 by Siu Lun Chau, Javier González, Chau, Siu Lun +3 · 2 citations
Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Credal Two-Sample Tests of Epistemic Uncertainty
2024/10/16 by Siu Lun Chau, Chau, Siu Lun, Antonin Schrab +8 · 2 voices · 3 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Adversarial Robustness in Machine Learning
- Integral Imprecise Probability Metrics
2025/05/22 by Siu Lun Chau, Chau, Siu Lun, Michele Caprio +3 · 4 citations
Computer Science · #Bayesian Modeling and Causal Inference