48 citations · 61 across the 3 of their papers we have counts for
3 papers
cs.LG2022★ 6 cited
On the Identifiability of Nonlinear ICA: Sparsity and Beyond
Yujia Zheng, Ignavier Ng, Kun Zhang
Nonlinear independent component analysis (ICA) aims to recover the underlying independent latent sources from their observable nonlinear mixtures. How to make the nonlinear ICA mod…
stat.ML2019★ 48 cited
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…
cs.LG2012★ 7 cited
Source Separation and Higher-Order Causal Analysis of MEG and EEG
Kun Zhang, Aapo Hyvarinen
Separation of the sources and analysis of their connectivity have been an important topic in EEG/MEG analysis. To solve this problem in an automatic manner, we propose a two-layer…