Publications of D Janzing

Sun, X.; Janzing, D.; Schölkopf, B.: Causal Inference by Choosing Graphs with Most Plausible Markov Kernels. In: Ninth International Symposium on Artificial Intelligence and Mathematics (AIMath 2006), pp. 1 - 11. Ninth International Symposium on Artificial Intelligence and Mathematics (AIMath 2006), Fort Lauderdale, FL, USA, January 04, 2005 - January 06, 2005. (2006)

Harmeling, S.; Janzing, D.; Schölkopf, B.: Causal inference and identifying confounder with second order statistics. In Dagstuhl Reports, 09401, p. 6 (Eds. Janzing, D.; Lauritzen, B.; Schölkopf, B.). Dagstuhl Seminar: Machine learning approaches to statistical dependences and causality, Schloss Dagstuhl, Germany, September 27, 2009 - October 02, 2009. Schloss Dagstuhl, Leibniz-Zentrum für Informatik, Wadern (2009)

Janzing, D.; Schölkopf, B.: Causal inference using the algorithmic Markov condition. In Dagstuhl Reports, 09401, p. 7 (Eds. Janzing, D.; Lauritzen, B.; Schölkopf, B.). Dagstuhl Seminar: Machine learning approaches to statistical dependences and causality, Schloss Dagstuhl, Germany, September 27, 2009 - October 02, 2009. Schloss Dagstuhl, Leibniz-Zentrum für Informatik, Wadern (2009)

Mooij, J.; Janzing, D.; Peters, J.; Schölkopf, B.; Hoyer, P.: Additive noise models for causal inference. In Dagstuhl Reports, 09401, p. 10 (Eds. Janzing, D.; Lauritzen, B.; Schölkopf, B.). Dagstuhl Seminar: Machine learning approaches to statistical dependences and causality, Schloss Dagstuhl, Germany, September 27, 2009 - October 02, 2009. Schloss Dagstuhl, Leibniz-Zentrum für Informatik, Wadern (2009)

Peters, J.; Janzing, D.; Gretton, A.; Schölkopf, B.: Detecting the direction of causal time series. In Dagstuhl Reports, 09401, p. 11 (Eds. Janzing, D.; Lauritzen, B.; Schölkopf, B.). Dagstuhl Seminar: Machine learning approaches to statistical dependences and causality, Schloss Dagstuhl, Germany, September 27, 2009 - October 02, 2009. Schloss Dagstuhl, Leibniz-Zentrum für Informatik, Wadern (2009)

Guyon, I.; Janzing, D.; Schölkopf, B.: Causality: objectives and assessment. NIPS 2008 Workshop: Causality: objectives and assessment, Whistler, BC, Canada (2008)

Sun, X.; Janzing, D.; Schölkopf, B.: Inferring Causal Directions by Evaluating the Complexity of Conditional Distributions. NIPS 2006 Workshop on Causality and Feature Selection (CWS 2006), Whistler, BC, Canada (2006)