JMLR
2011
12 years 7 months ago
2011
JMLR
2011
12 years 11 months ago
2011
JMLR
2011
12 years 11 months ago
2011
JMLR
2011
12 years 11 months ago
2011
JMLR
2011
12 years 11 months ago
2011
The Causality Workbench project is an environment to test causal discovery algorithms. Via a web portal (http://clopinet.com/causality), it provides a number of resources, includi...
JMLR
2011
12 years 11 months ago
2011
A widely agreed upon definition of time series causality inference, established in the seminal 1969 article of Clive Granger (1969), is based on the relative ability of the histor...
JMLR
2011
12 years 11 months ago
2011
This review focuses on dynamic causal analysis of functional magnetic resonance (fMRI) data to infer brain connectivity from a time series analysis and dynamical systems perspecti...
JMLR
2011
12 years 11 months ago
2011
This paper reviews a class of methods to perform causal inference in the framework of a structural vector autoregressive model. We consider three different settings. In the first ...
JMLR
2011
12 years 11 months ago
2011
The causal notions embodied in the concept of Granger causality have been argued to belong to a different category than those of Judea Pearl’s Causal Model, and so far their re...
JMLR
2011
12 years 11 months ago
2011
A logistic stick-breaking process (LSBP) is proposed for non-parametric clustering of general spatially- or temporally-dependent data, imposing the belief that proximate data are ...