Classifying cognitive profiles using machine learning with privileged information in mild cognitive impairment

Hanin H. Alahmadi; Yuan Shen; Shereen Fouad; Caroline Di B. Luft; Peter Bentham; Zoe Kourtzi; Peter Tino; Concha Bielza; Li Su; Lubica Benuskova

doi:10.3389/fncom.2016.00117

Classifying cognitive profiles using machine learning with privileged information in mild cognitive impairment

Hanin H. Alahmadi
, Yuan Shen^*
, Shereen Fouad
, Caroline Di B. Luft
, Peter Bentham
, Zoe Kourtzi
, Peter Tino
, Concha Bielza
, Li Su
, Lubica Benuskova

^*Corresponding author for this work

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

20 Citations (SciVal)

Original language	English
Article number	117
Journal	Frontiers in Computational Neuroscience
Volume	10
Issue number	NOV
DOIs	https://doi.org/10.3389/fncom.2016.00117
Publication status	Published (VoR) - 17 Nov 2016

Funding

PT and YS were supported by EPSRC grant no EP/L000296/1 "Personalized Medicine through Learning in the Model Space." This work was supported by grants to ZK from the Biotechnology and Biological Sciences Research Council (H012508), the Leverhulme Trust (RF-2011-378), and the (European Community?s) Seventh Framework Programme (FP7/2007-2013) under agreement PITN-GA- 2011-290011. We thank Joseph Giorgio for his careful reading of the manuscript, his insightful comments and suggestions.

Keywords

Discriminative feature extraction
Fmri graph feature
Learning vector quantization
Learning with privileged information
Linear discriminant analysis
Supervised metric learning

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10.3389/fncom.2016.00117

Cite this

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title = "Classifying cognitive profiles using machine learning with privileged information in mild cognitive impairment",

keywords = "Discriminative feature extraction, Fmri graph feature, Learning vector quantization, Learning with privileged information, Linear discriminant analysis, Supervised metric learning",

author = "Alahmadi, \{Hanin H.\} and Yuan Shen and Shereen Fouad and Luft, \{Caroline Di B.\} and Peter Bentham and Zoe Kourtzi and Peter Tino and Concha Bielza and Li Su and Lubica Benuskova",

note = "Funding Information: PT and YS were supported by EPSRC grant no EP/L000296/1 {"}Personalized Medicine through Learning in the Model Space.{"} This work was supported by grants to ZK from the Biotechnology and Biological Sciences Research Council (H012508), the Leverhulme Trust (RF-2011-378), and the (European Community?s) Seventh Framework Programme (FP7/2007-2013) under agreement PITN-GA- 2011-290011. We thank Joseph Giorgio for his careful reading of the manuscript, his insightful comments and suggestions. Publisher Copyright: {\textcopyright} 2016 Alahmadi, Shen, Fouad, Luft, Bentham, Kourtzi and Tino.",

year = "2016",

month = nov,

day = "17",

doi = "10.3389/fncom.2016.00117",

language = "English",

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journal = "Frontiers in Computational Neuroscience",

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TY - JOUR

T1 - Classifying cognitive profiles using machine learning with privileged information in mild cognitive impairment

AU - Alahmadi, Hanin H.

AU - Shen, Yuan

AU - Fouad, Shereen

AU - Luft, Caroline Di B.

AU - Bentham, Peter

AU - Kourtzi, Zoe

AU - Tino, Peter

AU - Bielza, Concha

AU - Su, Li

AU - Benuskova, Lubica

N1 - Funding Information: PT and YS were supported by EPSRC grant no EP/L000296/1 "Personalized Medicine through Learning in the Model Space." This work was supported by grants to ZK from the Biotechnology and Biological Sciences Research Council (H012508), the Leverhulme Trust (RF-2011-378), and the (European Community?s) Seventh Framework Programme (FP7/2007-2013) under agreement PITN-GA- 2011-290011. We thank Joseph Giorgio for his careful reading of the manuscript, his insightful comments and suggestions. Publisher Copyright: © 2016 Alahmadi, Shen, Fouad, Luft, Bentham, Kourtzi and Tino.

PY - 2016/11/17

Y1 - 2016/11/17

KW - Discriminative feature extraction

KW - Fmri graph feature

KW - Learning vector quantization

KW - Learning with privileged information

KW - Linear discriminant analysis

KW - Supervised metric learning

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UR - https://www.scopus.com/pages/publications/84998567434#tab=citedBy

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DO - 10.3389/fncom.2016.00117

M3 - Article

AN - SCOPUS:84998567434

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VL - 10

JO - Frontiers in Computational Neuroscience

JF - Frontiers in Computational Neuroscience

IS - NOV

M1 - 117

ER -

Classifying cognitive profiles using machine learning with privileged information in mild cognitive impairment

Funding

Keywords

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