Ryan Kinnear
Biographic Data
| ID | 5098379 |
|---|---|
| NAME | Ryan Kinnear |
| GIVEN NAMES | Ryan |
| FAMILY NAME | Kinnear |
| SIGNATURE | KINNEAR R |
| AFFILIATIONS | University of Waterloo |
| ORCID | 0000-0001-8779-2001 |
| VERIFIED | Yes |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| WORKS AS AUTHOR | 1 |
| WORKS AS EDITOR | 0 |
| FIRST PUBLICATION YEAR | 2023 |
| LATEST PUBLICATION YEAR | 2023 |
| H-INDEX | 0 |
Exact recovery of Granger causality graphs with unconditional pairwise tests
We study Granger Causality in the context of wide-sense stationary time series. The focus of the analysis is to understand how the underlying topological structure of the causality graph affects graph recovery by means of the pairwise testing heuristic. Our main theoretical result establishes a sufficient condition (in particular, the graph must satisfy a polytree assumption we refer to as strong causality ) under which the graph can be recovered…
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Exact recovery of Granger causality graphs with unconditional pairwise tests
We study Granger Causality in the context of wide-sense stationary time series. The focus of the analysis is to understand how the underlying topological structure of the causality graph affects graph recovery by means of the pairwise testing heuristic. Our main theoretical result establishes a sufficient condition (in particular, the graph must satisfy a polytree assumption we refer to as strong causality ) under which the graph can be recovered…
Artificial Intelligence (1 work) · Bioinformatics and Genomic Networks (1 work) · Causality (physics (1 work) · Computer Science (1 work) · Econometrics (1 work) · Gene expression and cancer classification (1 work) · Gene Regulatory Network Analysis (1 work) · Granger causality (1 work) · Graph (1 work) · Heuristic (1 work)