The DIRAC framework: Geometric structure underlies roles of

DIRAC accuracy correlation diversity information fusion permutahedron ranks system fusion

Journal

Patterns (New York, N.Y.)
ISSN: 2666-3899
Titre abrégé: Patterns (N Y)
Pays: United States
ID NLM: 101767765

Informations de publication

Date de publication:
08 Mar 2024
Historique:
received: 25 06 2023
revised: 16 09 2023
accepted: 08 01 2024
medline: 15 3 2024
pubmed: 15 3 2024
entrez: 15 3 2024
Statut: epublish

Résumé

Combining classification systems potentially improves predictive accuracy, but outcomes have proven impossible to predict. Similar to improving binary classification with fusion, fusing ranking systems most commonly increases Pearson or Spearman correlations with a target when the input classifiers are "sufficiently good" (generalized as "

Identifiants

DOI: 10.1016/j.patter.2024.100924 PMID: 38487799 PMC: PMC10935508
pubmed: 38487799
doi: 10.1016/j.patter.2024.100924
pii: S2666-3899(24)00014-X
pmc: PMC10935508
doi:

Types de publication

Journal Article

Langues

eng

Pagination

100924

Informations de copyright

© 2024 The Author(s).

Déclaration de conflit d'intérêts

M.J.S., D.F.H., and B.S.K. are inventors on a U.S. patent application filed by MassGeneral Brigham that covers related technology.

Auteurs

Matthew J Sniatynski (MJ)

Division of Sleep and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
Division of Sleep Medicine, Department of Medicine, Harvard Medical School, Boston, MA 02115, USA.

John A Shepherd (JA)

School of Medicine, University of California, San Francisco, San Francisco, CA, USA.

Lynne R Wilkens (LR)

University of Hawaii Cancer Center, University of Hawaii at Mānoa, Honolulu, HI, USA.

D Frank Hsu (DF)

Department of Computer and Information Science, Fordham University, New York, NY 10023, USA.

Bruce S Kristal (BS)

Division of Sleep and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Classifications MeSH