Dominik Janzing

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Publications

Citations

6.1K

H-Index

Active since

2000

Affiliations

Max Planck Institute for Intelligent Systems(Current)

Max Planck Society

Max Planck Institute for Biological Cybernetics

Karlsruhe Institute of Technology

Radboud University Nijmegen

Dominik Janzing is an author at Max Planck Institute for Intelligent Systems specializing in causal inference, causal effect estimation, and mathematics.

Publications per year

2000–2022

Publications

Nonlinear causal discovery with additive noise models

Patrik O. Hoyer, Dominik Janzing, Joris M. Mooij et al. · 2008 · 641 citations

Public Health, Data Science, Mathematics +16

Kernel-based Conditional Independence Test and Application in Causal Discovery

Kun Zhang, Jonas Peters, Dominik Janzing · arXiv (Cornell University) · 2012 · 350 citations · Full text

Computing, Biostatistics, Computer Science +16

Distinguishing cause from effect using observational data: methods and benchmarks

Joris M. Mooij, Jonas Peters, Dominik Janzing et al. · arXiv (Cornell University) · 2014 · 326 citations · Full text

Public Health, Meteorology, Causal Inference +14

Thermodynamic Cost of Reliability and Low Temperatures: Tightening Landauer's Principle and the Second Law

Dominik Janzing · International Journal of Theoretical Physics · 2000 · 289 citations

Natural Sciences, Physics, Materials Thermodynamics +13

Causal discovery with continuous additive noise models

Jonas Peters, Joris M. Mooij, Dominik Janzing et al. · Journal of Machine Learning Research · 2014 · 284 citations

Public Health, Computer Science, Mathematics +17

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