Assessing Significance of Cognitive Assessments for Diagnosing Alzheimer's Disease with Fuzzy-Rough Feature Selection

Tianhua Chen, Changjing Shang, Pan Su, Yinghua Shen, Mufti Mahmud, Raymond Moodley, Grigoris Antoniou, Qiang Shen

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Research in dementia diagnosis typically involves a range of data modalities and also, the use of cognitive assessments, aiming at the development of approaches that are non-invasive, time-saving and economical. Given the existing diversity of prevalent cognitive assessment factors it is useful to assess and exploit the effectiveness of such cognitive features, while working towards the establishment of a methodology for making informed choice of such factors in practical use. As an initial approach, this paper employs the powerful Fuzzy-Rough Feature Selection (FRFS) technique to support such an analysis, by varying the underlying similarity functions and search strategies employed by FRFS. Evaluated on a benchmark from the renowned Alzheimer’s Disease Neuroimaging Initiative repository, experimental results demonstrate the significance and predictive capabilities of different cognitive assessments in working with a variety of popular classifiers.
Original languageEnglish
Title of host publicationAdvances in Computational Intelligence Systems
Subtitle of host publicationContributions Presented at the 20th UK Workshop on Computational Intelligence, September 8-10, 2021, Aberystwyth, Wales, UK
EditorsThomas Jansen, Richard Jensen, Neil Mac Parthaláin, Chih-Min Lin
Place of PublicationCham
PublisherSpringer, Cham
Pages450-462
Number of pages13
VolumeAISC 1409
Edition1st
ISBN (Electronic)9783030870942
ISBN (Print)9783030870935
DOIs
Publication statusPublished - 18 Nov 2021
Event20th UK Workshop on Computational Intelligence - Aberystwyth University, Aberystwyth, United Kingdom
Duration: 8 Sep 202110 Sep 2021
https://ukci2021.dcs.aber.ac.uk/

Publication series

NameAdvances in Intelligent Systems and Computing
PublisherSpringer
Number1409
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Conference

Conference20th UK Workshop on Computational Intelligence
Abbreviated titleUKCI 2021
CountryUnited Kingdom
CityAberystwyth
Period8/09/2110/09/21
Internet address

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