In statistics, econometrics, epidemiology, genetics and related disciplines, causal graphs (also known as path diagrams, causal Bayesian networks orâ€¦Â (More)

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2015

2015

- Jonas Peters, Peter BÃ¼hlmann
- Neural Computation
- 2015

Causal inference relies on the structure of a graph, often a directed acyclic graph (DAG). Different graphs may result inâ€¦Â (More)

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2015

2015

We consider the problem of learning causal networks with interventions, when each intervention is limited in size under Pearlâ€™sâ€¦Â (More)

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2013

2013

- Camille Couprie, ClÃ©ment Farabet, Yann LeCun, Laurent Najman
- 2013 IEEE International Conference on Imageâ€¦
- 2013

Among the different methods producing superpixel segmentations of an image, the graph-based approach of Felzenszwalb andâ€¦Â (More)

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2013

2013

- Simon Martiel, Bruno Martin
- MCU
- 2013

Causal graph dynamics are transformations over graphs that capture two important symmetries of physics, namely causality andâ€¦Â (More)

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2012

2012

- Pablo Arrighi, Gilles Dowek
- ICALP
- 2012

We extend the theory of Cellular Automata to arbitrary, time-varying graphs. In other words we formalize, and prove theoremsâ€¦Â (More)

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2011

2011

This work addresses the following question: Under what assumptions on the data generating process can one infer the causal graphâ€¦Â (More)

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2009

2009

Accurate modeling mechanisms play an important role in model-based diagnosis, and the bond graph modeling language has proved toâ€¦Â (More)

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2008

2008

- H Carrie Chen, Omer GimÃ©nez
- ICAPS
- 2008

The causal graph is a directed graph that describes the variable dependencies present in a planning instance. A number of papersâ€¦Â (More)

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2008

2008

- Omer GimÃ©nez, Anders Jonsson
- J. Artif. Intell. Res.
- 2008

We present three new complexity results for classes of planning problems with simple causal graphs. First, we describe aâ€¦Â (More)

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1996

1996

- Judea Pearl, Rina Dechter
- UAI
- 1996

We show that the d-separation criterion constitutes a valid test for conditional independence relationships that are induced byâ€¦Â (More)

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