Identifying multiple sclerosis subtypes using unsupervised machine learning and MRI data

Arman Eshaghi; Alex Young; Peter A. Wijeratne; Ferran Prados; Douglas Arnold; S Narayanan; Charles R.G. Guttmann; F. Barkhof; Daniel C Alexander; Alan J Thompson; Declan T Chard; O Ciccarelli

Identifying multiple sclerosis subtypes using unsupervised machine learning and MRI data

Arman Eshaghi, Alex Young, Peter A. Wijeratne, Ferran Prados, Douglas Arnold, S Narayanan, Charles R.G. Guttmann, F. Barkhof, Daniel C Alexander, Alan J Thompson, Declan T Chard, O Ciccarelli

Neuroimaging

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	Nature Communications
Publication status	Published - 2021

Cite this

@article{8da8c1df04e049dfa17ab004cdd14561,

title = "Identifying multiple sclerosis subtypes using unsupervised machine learning and MRI data",

author = "Arman Eshaghi and Alex Young and Wijeratne, {Peter A.} and Ferran Prados and Douglas Arnold and S Narayanan and Guttmann, {Charles R.G.} and F. Barkhof and Alexander, {Daniel C} and Thompson, {Alan J} and Chard, {Declan T} and O Ciccarelli",

year = "2021",

language = "English",

journal = "Nature Communications",

issn = "2041-1723",

publisher = "Nature Publishing Group",

}

TY - JOUR

T1 - Identifying multiple sclerosis subtypes using unsupervised machine learning and MRI data

AU - Eshaghi, Arman

AU - Young, Alex

AU - Wijeratne, Peter A.

AU - Prados, Ferran

AU - Arnold, Douglas

AU - Narayanan, S

AU - Guttmann, Charles R.G.

AU - Barkhof, F.

AU - Alexander, Daniel C

AU - Thompson, Alan J

AU - Chard, Declan T

AU - Ciccarelli, O

PY - 2021

Y1 - 2021

M3 - Article

SN - 2041-1723

JO - Nature Communications

JF - Nature Communications

ER -