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Journal Article (3)

1.
Journal Article
Janzing, D.; Mooij, J.; Zhang, K.; Lemeire, J.; Zscheischler, J.; Daniušis, P.; Steudel, B.; Schölkopf, B.: Information-geometric approach to inferring causal directions. Artificial Intelligence 182-183, pp. 1 - 31 (2012)
2.
Journal Article
Zhang, K.; Chan, L.-W.: Convolutive blind source separation by efficient blind deconvolution and minimal filter distortion. Neurocomputing 73 (13-15), pp. 2580 - 2588 (2010)
3.
Journal Article
Hyvärinen, A.; Zhang, K.; Shimizu, S.; Hoyer, P.: Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity. Journal of Machine Learning Research 11, pp. 1709 - 1731 (2010)

Conference Paper (12)

4.
Conference Paper
Schölkopf, B.; Janzing, D.; Peters, J.; Sgouritsa, E.; Zhang, K.; Mooij, J.: On causal and anticausal learning. In: 29th International Conference on Machine Learning (ICML 2012), pp. 1255 - 1262 (Eds. Langford, J.; Pineau, J.). 29th International Conference on Machine Learning (ICML 2012), Edinburgh, UK. International Machine Learning Society, Madison, WI, USA (2012)
5.
Conference Paper
Zhang, K.; Hyvärinen, A.: A general linear non-Gaussian state-space model: Identifiability, identification, and applications. In: Asian Conference on Machine Learning, 14-15 November 2011, South Garden Hotels and Resorts, Taoyuan, Taiwain, pp. 113 - 128 (Eds. Hsu, C.-N.; Lee, W.). 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, November 14, 2011 - November 15, 2011. MIT Press, Cambridge, MA, USA (2011)
6.
Conference Paper
Zhang, K.; Peters, J.; Janzing, D.; Schölkopf, B.: Kernel-based Conditional Independence Test and Application in Causal Discovery. In: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 804 - 813 (Eds. Cozman, F.; Pfeffer, A.). 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), Barcelona, Spain. AUAI Press, Corvallis, OR, USA (2011)
7.
Conference Paper
Zscheischler, J.; Janzing, D.; Zhang, K.: Testing whether linear equations are causal: A free probability theory approach. In: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), pp. 839 - 847 (Eds. Cozman, F.; Pfeffer, A.). 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), Barcelona, Spain. AUAI Press, Corvallis, OR, USA (2011)
8.
Conference Paper
Mooij, J.; Stegle, O.; Janzing, D.; Zhang, K.; Schölkopf, B.: Probabilistic latent variable models for distinguishing between cause and effect. Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS 2010), Vancouver, BC, Canada, December 06, 2010 - December 11, 2010. Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, pp. 1687 - 1695 (2011)
9.
Conference Paper
Daniusis, P.; Janzing, D.; Mooij, J.; Zscheischler, J.; Steudel, B.; Zhang, K.; Schölkopf, B.: Inferring deterministic causal relations. In: 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), pp. 143 - 150 (Eds. Grünwald, P.; Spirtes, P.). 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, CA, USA, July 08, 2010 - July 11, 2010. AUAI Press, Corvallis, OR, USA (2010)
10.
Conference Paper
Zhang, K.; Hyvärinen, A.: Source Separation and Higher-Order Causal Analysis of MEG and EEG. In: 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), pp. 709 - 716 (Eds. Grünwald, P.; Spirtes, P.). 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, CA, USA, July 08, 2010 - July 11, 2010. AUAI Press, Corvallis, OR, USA (2010)
11.
Conference Paper
Zhang, K.; Schölkopf, B.; Janzing, D.: Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery. In: 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), pp. 717 - 724 (Eds. Grünwald, P.; Spirtes, P.). 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, CA, USA, July 08, 2010 - July 11, 2010. AUAI Press, Corvallis, OR, USA (2010)
12.
Conference Paper
Zhang, M.-L.; Zhang, K.: Multi-Label Learning by Exploiting Label Dependency. In: 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2010), pp. 999 - 1008 (Eds. Rao, B.; Krishnapuram, B.; Tomkins, A.; Yang, Q.). 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2010), Washington, DC, USA, July 25, 2010 - July 28, 2010. ACM Press, New York, NY, USA (2010)
13.
Conference Paper
Zhang, K.; Hyvärinen, A.: Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective. In: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, pp. 570 - 585 (Eds. Buntine, W.; Mladenić, D.; Shawe-Taylor, J.). 16th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2009), Bled, Slovenia, September 07, 2009 - September 11, 2009. Springer, Berlin, Germany (2009)
14.
Conference Paper
Zhang, K.; Hyvärinen, A.: On the Identifiability of the Post-Nonlinear Causal Model. In: 25th Conference on Uncertainty in Artificial Intelligence (UAI 2009), pp. 647 - 655 (Eds. Bilmes, J.; NG, A.; McAllester, D.). 25th Conference on Uncertainty in Artificial Intelligence (UAI 2009), Montréal, Canada, June 18, 2009 - June 21, 2009. AUAI Press, Corvallis, OR, USA (2009)
15.
Conference Paper
Zhang, K.; Peng, H.; Chan, L.; Hyvärinen, A.: ICA with Sparse Connections: Revisited. In: Independent Component Analysis and Signal Separation: 8th International Conference, ICA 2009, Paraty, Brazil, March 15-18, 2009, pp. 195 - 202 (Eds. Adali, T.; Jutten, C.; Romano Travassos, J.; Barros Kardec, A.). 8th International Conference on Independent Component Analysis and Signal Separation (ICA 2009), Paraty, Brazil, March 15, 2009 - March 18, 2009. Springer, Berlin, Germany (2009)

Poster (1)

16.
Poster
He, Y.; Zhang, K.; Yu, X.: Model the single-venule fMRI signal at the millisecond scale. 23rd Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2015), Toronto, Canada (2015)
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