2 papers
stat.ML2019
Domain Generalization via Multidomain Discriminant Analysis
Shoubo Hu, Kun Zhang, Zhitang Chen +1
Domain generalization (DG) aims to incorporate knowledge from multiple source domains into a single model that could generalize well on unseen target domains. This problem is ubiqu…
stat.ML2018
A Kernel Embedding-based Approach for Nonstationary Causal Model Inference
Shoubo Hu, Zhitang Chen, Laiwan Chan
Although nonstationary data are more common in the real world, most existing causal discovery methods do not take nonstationarity into consideration. In this letter, we propose a k…