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Information-geometric approach to inferring causal directions
Authors: Janzing, D.; Mooij, J.; Zhang, K.; Lemeire, J.; Zscheischler, J.; Daniusis, P.; Steudel, B.; Schölkopf, B.
Date of Publication (YYYY-MM-DD): 2012
Title of Journal: Artificial Intelligence
Volume: 182/183
Start Page: 1
End Page: 31
Document Type: Article
ID: 645570.0


Causal inference on discrete data using additive noise models
Authors: Peters, J.; Janzing, D.; Schölkopf, B.
Date of Publication (YYYY-MM-DD): 2011-12-01
Title of Journal: IEEE Transactions on Pattern Analysis and Machine Intelligence
Volume: 33
Issue / Number: 12
Start Page: 2436
End Page: 2450
Document Type: Article
ID: 596090.0


Detecting low-complexity unobserved causes
Authors: Janzing, D.; Sgouritsa, E.; Stegle, O.; Peters, J.; Schölkopf, B.
Date of Publication (YYYY-MM-DD): 2011-07-01
Title of Proceedings: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011)
Start Page: 383
End Page: 391
Document Type: Conference-Paper
ID: 596812.0


Identifiability of causal graphs using functional models
Authors: Peters, J.; Mooij, J.; Janzing, D.; Schölkopf, B.
Place of Publication: Barcelona, Spain
Date of Publication (YYYY-MM-DD): 2011-07-01
Title of Proceedings: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011)
Start Page: 589
End Page: 598
Document Type: Conference-Paper
ID: 596813.0


Kernel-based Conditional Independence Test and Application in Causal Discovery
Authors: Zhang, K.; Peters, J.; Janzing, D.; Schölkopf, B.
Place of Publication: Corvallis, OR
Publisher: AUAI Press
Date of Publication (YYYY-MM-DD): 2011-07-01
Title of Proceedings: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011)
Start Page: 804
End Page: 813
Document Type: Conference-Paper
ID: 596814.0


Testing whether linear equations are causal: A free probability theory approach
Authors: Zscheischler, J.; Janzing, D.; Zhang, K.
Place of Publication: Corvallis, OR, USA
Publisher: AUAI Press
Date of Publication (YYYY-MM-DD): 2011-07-01
Title of Proceedings: 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011)
Start Page: 839
End Page: 847
Document Type: Conference-Paper
ID: 596824.0


Probabilistic latent variable models for distinguishing between cause and effect
Authors: Mooij, J. M.; Stegle, O.; Janzing, D.; Zhang, K.; Schölkopf, B.
Place of Publication: Red Hook, NY
Publisher: Curran
Date of Publication (YYYY-MM-DD): 2011-06-01
Name of Conference/Meeting: 24th Annual Conference on Neural Information Processing Systems (NIPS 2010)
Title of Proceedings: 24th Annual Conference on Neural Information Processing Systems (NIPS 2010)
Start Page: 1687
End Page: 1695
Title of Series: Advances in neural information processing systems
Volume (in Series): 23
Document Type: Conference-Paper
ID: 596837.0


Finding dependencies between frequencies with the kernel cross-spectral density
Authors: Besserve, M.; Janzing, D.; Logothetis, N. K.; Schölkopf, B.
Place of Publication: Praha, Czech Republic
Date of Publication (YYYY-MM-DD): 2011-05-01
Title of Proceedings: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2011)
Start Page: 2080
End Page: 2083
Document Type: Conference-Paper
ID: 596849.0


Thermodynamic limits of dynamic cooling
Authors: Allahverdyan, A. E.; Hovhannisyan, K. V.; Janzing, D.; Mahler, G.
Date of Publication (YYYY-MM-DD): 2011
Title of Journal: Physical Review
Volume: 84
Sequence Number of Article: 041109
Document Type: Article
ID: 609226.0


Causal Inference Using the Algorithmic Markov Condition
Authors: Janzing, D.; Schölkopf, B.
Date of Publication (YYYY-MM-DD): 2010-10
Title of Journal: IEEE Transactions on Information Theory
Volume: 56
Issue / Number: 10
Start Page: 5168
End Page: 5194
Document Type: Article
ID: 548380.0