Concepedia

Information-geometric approach to inferring causal directions

Dominik Janzing, Joris M. Mooij, Kun Zhang, Jan Lemeire, Jakob Zscheischler, Povilas Daniušis, Bastian Steudel, Bernhard Schölkopf

Artificial Intelligence · 2012 · 262 citations · 23 references

Concepts

Public HealthMathematicsCausal InferenceInformation TheoryCausal Effect EstimationCausal Graphical ModelsCausal DirectionCausal Inference From DataCausal RelationsCausal StructureGraphical Causal Models

References

23

Estimating mutual information

Alexander Kraskov, Harald Stögbauer, Peter Grassberger · Physical Review E · 2004 · 4.1K citations · Full text

Natural Sciences, Mathematics, Information Theory +16

Three approaches to the quantitative definition of information<sup>*</sup>

A. N. Kolmogorov · International Journal of Computer Mathematics · 1968 · 2K citations

Engineering, Computer Science, Mathematics +12

A formal theory of inductive inference. Part II

Ray J. Solomonoff · Information and Control · 1964 · 1.8K citations

Computing, Computer Science, Mathematics +12

A Linear Non-Gaussian Acyclic Model for Causal Discovery

2006 · 1.2K citations

Public Health, Biostatistics, Causal Inference +16

Gaussian Processes for Machine Learning (GPML) Toolbox

Carl Edward Rasmussen, Hannes Nickisch · Max Planck Institute for Plasma Physics · 2010 · 943 citations

Computing, Computer Science, Machine Learning +14