Chimera: An atlas of regular vines on up to 8 nodes
Vine copulas have become the standard tool for modelling complex probabilistic dependence. It has been shown that the number of regular vines grows extremely quickly with the number of nodes. Chimera is the first attempt to map the vast space of regular vines. Software for operating with regular vin...
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Veröffentlicht in: | Scientific data 2023-05, Vol.10 (1), p.337-337, Article 337 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Vine copulas have become the standard tool for modelling complex probabilistic dependence. It has been shown that the number of regular vines grows extremely quickly with the number of nodes. Chimera is the first attempt to map the vast space of regular vines. Software for operating with regular vines is available for R,
matlab
and P
ython
. However, no dataset containing all regular vines is available. Our atlas of regular vines,
Chimera
, comprises all 24 4 × 4 matrices representing regular vines on 4 nodes, 480 5 × 5 matrices representing regular vines on 5 nodes, 23,040 6 × 6 matrices representing regular vines on 6 nodes, 2,580,480 7 × 7 matrices representing regular vines on 7 nodes and 660,602,880 8 × 8 matrices representing regular vines on 8 nodes. Regular vines in Chimera are classified according to their tree-equivalence class. We fit all regular vines to synthetic data to demonstrate the potential of Chimera. Chimera provides thus a tool for researchers to navigate this vast space in an orderly fashion. |
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ISSN: | 2052-4463 2052-4463 |
DOI: | 10.1038/s41597-023-02252-6 |