Xiaohai Sun

According to our database, Xiaohai Sun authored at least 10 papers between 2006 and 2008.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2008

Causal inference from statistical data.

Xiaohai Sun

PhD thesis, 2008

Causal reasoning by evaluating the complexity of conditional densities with kernel methods.

Xiaohai Sun, Dominik Janzing, Bernhard Schölkopf

Neurocomputing, 2008

Assessing Nonlinear Granger Causality from Multivariate Time Series.

Xiaohai Sun

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

Distribution-Free Learning of Bayesian Network Structure.

Xiaohai Sun

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

2007

Kernel Measures of Conditional Dependence.

Kenji Fukumizu, Arthur Gretton, Xiaohai Sun, Bernhard Schölkopf

Proceedings of the Advances in Neural Information Processing Systems 20, 2007

A kernel-based causal learning algorithm.

Xiaohai Sun, Dominik Janzing, Bernhard Schölkopf, Kenji Fukumizu

Proceedings of the Machine Learning, 2007

Distinguishing between cause and effect via kernel-based complexity measures for conditional distributions.

Xiaohai Sun, Dominik Janzing, Bernhard Schölkopf

Proceedings of the 15th European Symposium on Artificial Neural Networks, 2007

Exploring the causal order of binary variables via exponential hierarchies of Markov kernels.

Xiaohai Sun, Dominik Janzing

Proceedings of the 15th European Symposium on Artificial Neural Networks, 2007

Learning causality by identifying common effects with kernel-based dependence measures.

Xiaohai Sun, Dominik Janzing

Proceedings of the 15th European Symposium on Artificial Neural Networks, 2007

2006

Causal Inference by Choosing Graphs with Most Plausible Markov Kernels.

Xiaohai Sun, Dominik Janzing, Bernhard Schölkopf

Proceedings of the International Symposium on Artificial Intelligence and Mathematics, 2006