Author pages are created from data sourced from our academic publisher partnerships and public sources.
- Publications
- Influence
Nonlinear causal discovery with additive noise models
- P. O. Hoyer, D. Janzing, J. Mooij, J. Peters, B. Schölkopf
- Computer Science, Mathematics
- NIPS
- 8 December 2008
TLDR
Elements of Causal Inference: Foundations and Learning Algorithms
- J. Peters, D. Janzing, B. Schölkopf
- Computer Science
- 29 November 2017
- 425
- 58
Causal inference using invariant prediction: identification and confidence intervals
- J. Peters, Peter Buhlmann, N. Meinshausen
- Mathematics, Computer Science
- 6 January 2015
TLDR
Kernel-based Conditional Independence Test and Application in Causal Discovery
- K. Zhang, J. Peters, D. Janzing, B. Schölkopf
- Computer Science, Mathematics
- UAI
- 14 July 2011
TLDR
Distinguishing Cause from Effect Using Observational Data: Methods and Benchmarks
- J. Mooij, J. Peters, D. Janzing, Jakob Zscheischler, B. Schölkopf
- Computer Science, Mathematics
- J. Mach. Learn. Res.
- 11 December 2014
TLDR
Counterfactual reasoning and learning systems: the example of computational advertising
- L. Bottou, J. Peters, +6 authors Ed Snelson
- Computer Science
- J. Mach. Learn. Res.
- 2013
TLDR
Causal discovery with continuous additive noise models
- J. Peters, J. Mooij, D. Janzing, B. Schölkopf
- Mathematics, Computer Science
- J. Mach. Learn. Res.
- 26 September 2013
TLDR
CAM: Causal Additive Models, high-dimensional order search and penalized regression
- P. Bühlmann, J. Peters, J. Ernest
- Mathematics, Computer Science
- ArXiv
- 6 October 2013
TLDR
Identifiability of Gaussian structural equation models with equal error variances
- J. Peters, Peter Buhlmann
- Mathematics
- 11 May 2012
We consider structural equation models in which variables can be written as a function of their parents and noise terms, which are assumed to be jointly independent. Corresponding to each structural… Expand
On causal and anticausal learning
- B. Schölkopf, D. Janzing, J. Peters, Eleni Sgouritsa, K. Zhang, J. Mooij
- Computer Science, Mathematics
- ICML
- 26 June 2012
TLDR