Cause or Trigger? From Philosophy to Causal Modeling

The files contain the Python implementation of the Cause-Trigger algorithm, the codes for experiments and data. Based on the temporal measurements of natural processes, the algorithm differentiates among causal and triggering processes of a selected target process (effect). The Cause-Trigger algorithm is validated on publicly available ERA5 data corresponding to the locations of two cyclones Freddy and Zazu. The findings obtained from the experiments agree with the expert’s knowledge.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-30
DOI
https://doi.org/10.5281/zenodo.15016324
Primary Topic
Tropical and Extratropical Cyclones Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Cause or Trigger? From Philosophy to Causal Modeling

Zenodo (CERN European Organization for Nuclear Research)
Tropical and Extratropical Cyclones Research
article

Cause or Trigger? From Philosophy to Causal Modeling

article en

Abstract

The files contain the Python implementation of the Cause-Trigger algorithm, the codes for experiments and data. Based on the temporal measurements of natural processes, the algorithm differentiates among causal and triggering processes of a selected target process (effect). The Cause-Trigger algorithm is validated on publicly available ERA5 data corresponding to the locations of two cyclones Freddy and Zazu. The findings obtained from the experiments agree with the expert’s knowledge.

Zenodo (CERN European Organization for Nuclear Research)
University of Vienna (AT)
Openalex Percentile: Top 54%
Tropical and Extratropical Cyclones Research
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Cause or Trigger? From Philosophy to Causal Modeling · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS