Articles (1): |
|---|
|
•
|
Sun X  , Janzing D and Schölkopf B (March-2008) Causal Reasoning by Evaluating the Complexity of Conditional Densities with Kernel Methods
Neurocomputing 71(7-9) 1248-1256.
 
|
Conference papers (9): |
|---|
|
•
|
Sun X (September-2008) Assessing Nonlinear Granger Causality from Multivariate Time Series
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2008), Springer, Berlin, Germany, 440-455.
|
|
•
|
Sun X (September-2008) Distribution-free Learning of Bayesian Network Structure
In: ECML PKDD 2008, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Springer, Berlin, Germany, 423-439.
|
|
•
|
Fukumizu K , Gretton A , Sun X and Schölkopf B (September-2008) Kernel Measures of Conditional Dependence
In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 489-496.
|
|
•
|
Sun X (June-2008) A Kernel Test of Nonlinear Granger Causality
Workshop on Inference and Estimation in Probabilistic Time-Series Models, Isaac Newton Institute for Mathematical Sciences, Cambridge, United Kingdom, 79-89.
|
|
•
|
Sun X , Janzing D , Schölkopf B and Fukumizu K (June-2007) A Kernel-Based Causal Learning Algorithm
In: ICML 2007, 24th Annual International Conference on Machine Learning, ACM Press, New York, NY, USA, 855-862.
|
|
•
|
Sun X , Janzing D and Schölkopf B (April-2007) Distinguishing Between Cause and Effect via Kernel-Based Complexity Measures for Conditional Distributions
In: ESANN 2007, 15th European Symposium on Artificial Neural Networks, D-Side Publications, Evere, Belgium, 441-446.
|
|
•
|
Sun X and Janzing D (April-2007) Exploring the causal order of binary variables via exponential hierarchies of Markov kernels
In: ESANN 2007, 15th European Symposium on Artificial Neural Networks, D-Side, Evere, Belgium, 465-470.
|
|
•
|
Sun X and Janzing D (April-2007) Learning causality by identifying common effects with kernel-based dependence measures
In: ESANN 2007, 15th European Symposium on Artificial Neural Networks, D-Side, Evere, Belgium, 453-458.
|
|
•
|
Sun X , Janzing D and Schölkopf B (January-2006) Causal Inference by Choosing Graphs with Most Plausible Markov Kernels
In: AI & Math 2006, Ninth International Symposium on Artificial Intelligence and Mathematics, 1-11.
|
Theses (1): |
|---|
|
•
|
Sun X : Causal inference from statistical data, Technische Hochschule Karlsruhe, Karlsruhe, Germany, (April-1-2008).
PhD thesis
ISBN published in: MPI Series in Biological Cybernetics ; 21, 978-3-8325-1916-2
|
Talks (1): |
|---|
|
•
|
Sun X , Janzing D and Schölkopf B (December-2006): Inferring Causal Directions by Evaluating the Complexity of Conditional Distributions, NIPS 2006 Workshop on Causality and Feature Selection, Whistler, BC, Canada.
|
![[Previous Month]](fileadmin/template/main/calendar/img/left_day.gif)
![[Next Month]](fileadmin/template/main/calendar/img/right_day.gif)
xiaohai.sun
