mergeTrees: Aggregating Trees

Aggregates a set of trees with the same leaves to create a consensus tree. The trees are typically obtained via hierarchical clustering, hence the hclust format is used to encode both the aggregated trees and the final consensus tree. The method is exact and proven to be O(nqlog(n)), n being the individuals and q being the number of trees to aggregate.

Domaines

Méthodologie [stat.ME] Machine Learning [stat.ML]

Julien Chiquet : Connectez-vous pour contacter le contributeur

https://hal.science/hal-04500072

Soumis le : mercredi 13 mars 2024-14:59:30

Dernière modification le : mardi 6 août 2024-03:15:46

Dates et versions

hal-04500072 , version 1 (13-03-2024)

Identifiants

HAL Id : hal-04500072 , version 1
SWHID : swh:1:dir:afc2108cf6953ffa4e3b912b6633ced23e817dc7;origin=https://hal.archives-ouvertes.fr/hal-04500072;visit=swh:1:snp:031d57f01a704f13fb222218fbca370a02148249;anchor=swh:1:rel:90c7a9e908b44d5006c0b0b62309dfea7843e76e;path=/

version :
Licences : GNU General Public License v3.0 or later
Langage de programmation : R, C++
Code Repository : https://cran.r-project.org/package=mergeTrees

Citer

Julien Chiquet, Guillem Rigaill, Audrey Hulot. mergeTrees: Aggregating Trees. 2019, ⟨swh:1:dir:afc2108cf6953ffa4e3b912b6633ced23e817dc7;origin=https://hal.archives-ouvertes.fr/hal-04500072;visit=swh:1:snp:031d57f01a704f13fb222218fbca370a02148249;anchor=swh:1:rel:90c7a9e908b44d5006c0b0b62309dfea7843e76e;path=/⟩. ⟨hal-04500072⟩

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