Improved Detection of Mild Cognitive Impairment from Temporal Language Markers Using Subject‐invariant Representation Learning using I‐CONECT data

Using only features extracted from semi-structured conversation, we achieved a reasonalbe AUC. Our study demonstrates the additional benefits of using temporal sequences of language markers to detect Mild Cognitive Impairment. Moreover, applying temporal harmonization helps remove subject-specific components in features and further enhances cognitive detection performance.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70863_110588
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
0.00
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article

Improved Detection of Mild Cognitive Impairment from Temporal Language Markers Using Subject‐invariant Representation Learning using I‐CONECT data

Siqi Liang, Hiroko H. Dodge, Yijiang Pang, Bao Hoang et al.
Alzheimer s & Dementia
Mental Health via Writing
article

Improved Detection of Mild Cognitive Impairment from Temporal Language Markers Using Subject‐invariant Representation Learning using I‐CONECT data

Siqi Liang, Hiroko H. Dodge, Yijiang Pang, Bao Hoang, Jiayu Zhou
article en

Abstract

Using only features extracted from semi-structured conversation, we achieved a reasonalbe AUC. Our study demonstrates the additional benefits of using temporal sequences of language markers to detect Mild Cognitive Impairment. Moreover, applying temporal harmonization helps remove subject-specific components in features and further enhances cognitive detection performance.

Alzheimer s & DementiaVol. 21(S9)
Harvard University (US), University of Michigan (US), Massachusetts General Hospital (US), Michigan State University (US)
Quality Education
Openalex Percentile: Top 29%
Mental Health via Writing
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