Insights into the Heterogeneity of Cognitive Aging: A Comparative Analysis of Two Data-Driven Clustering Algorithms

The results indicate that 2 distinct data-driven algorithms, with different heuristics, generated comparable patterns regarding cognitive heterogeneity within NC and MCI. These findings may inform future subtyping studies in cognitive aging, where replication of stratifications found across different methods is strongly recommended.

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Publication Details

Journal
The Journals of Gerontology Series B
Published
2025-02-13
DOI
https://doi.org/10.1093/geronb/gbaf022
Citations
1
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
1.47
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article

Insights into the Heterogeneity of Cognitive Aging: A Comparative Analysis of Two Data-Driven Clustering Algorithms

Truc T.T. Nguyen, Yu‐Ling Chang
1 citations
The Journals of Gerontology Series B
Dementia and Cognitive Impairment Research
1.47
article

Insights into the Heterogeneity of Cognitive Aging: A Comparative Analysis of Two Data-Driven Clustering Algorithms

Truc T.T. Nguyen, Yu‐Ling Chang
article en
1 citations

Abstract

The results indicate that 2 distinct data-driven algorithms, with different heuristics, generated comparable patterns regarding cognitive heterogeneity within NC and MCI. These findings may inform future subtyping studies in cognitive aging, where replication of stratifications found across different methods is strongly recommended.

The Journals of Gerontology Series BVol. 80(7)
National Taiwan University (TW), Institute of Information Science, Academia Sinica (TW), National Taipei University of Business (TW), Academia Sinica (TW), National Taipei University (TW)
Quality Education
Openalex Percentile: Top 22%
Dementia and Cognitive Impairment Research
1.47
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