Paper Info
Title
Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions
Abstract
•This work surveys computational data harmonisation approaches in digital healthcare.•A comprehensive checklist that summarises common practices for data harmonisation.•A meta-analysis is conducted to explore harmonisation studies in various modalities.•A critique of existing harmonisation strategies is presented for future research.
Year
DOI
Venue
2022
10.1016/j.inffus.2022.01.001
Information Fusion
Keywords
DocType
Volume
Information fusion,data harmonisation,data standardisation,domain adaptation,reproducibility
Journal
82
ISSN
Citations 
PageRank 
1566-2535
0
0.34
References 
Authors
0
26
Name
Order
Citations
PageRank
Yang Nan102.70
Javier Del Ser200.68
Simon Walsh300.34
Carola-Bibiane Schönlieb433439.39
Michael Roberts500.34
Ian Selby600.34
Kit Howard700.34
John Owen800.34
Jon Neville900.34
Julien Guiot1000.34
Benoit Ernst1100.34
Ana Pastor1200.34
Angel Alberich-Bayarri1300.34
Marion I. Menzel1400.34
Sean Walsh15184.32
Wim Vos1600.34
Nina Flerin1700.34
Jean-Paul Charbonnier1800.34
Eva van Rikxoort1900.34
Avishek Chatterjee2000.34
Henry Woodruff2100.34
Philippe Lambin22617.06
Leonor Cerdá-Alberich2300.34
Luis Martí-Bonmatí2400.34
Francisco Herrera25273911168.49
Guang Yang26155.73