The Palaeocene-Eocene thermal maximum is a global warming period (∼56 Ma), which marked by sharp negative carbon isotope excursion (CIE) that caused the injection of massive isotopically-light into ocean-atmosphere. It generally considered warming. However, several studies have suggested and environmental perturbations precede onset CIE. Here we present Granger test to investigate detailed mech...

Causal inference among high-dimensional time series data proves an important research problem in many fields. While in the classical regime one often establishes causality among time series via a concept known as “Granger causality,” existing approaches for Granger causal inference in high-dimensional data lack the means to characterize the uncertainty associated with Granger causality estimate...

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, including a repository of datasets, models, and software packages, and a virtual laboratory allowing users to benchmark causal discovery algorithms by performing virtual experiments to study artificial causal systems. We regu...

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