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Stroke to Dementia Associated with Environmental Risks—A Semi-Markov Model

Bibliographic Data

ID15499586
AuthorsKung‐Jeng Wang (0000-0002-5404-5023, National Taiwan University of Science and Technology), Kung-Jeng Wang (National Taiwan University of Science and Technology), Chia-Min Lee (National Taiwan University of Science and Technology), Chia‐Min Lee (National Taiwan University of Science and Technology), Gwo-Chi Hu (Department of Rehabilitation Medicine, Mackay Memorial Hospital, Number 92, Section 2, Zhongshan North Road, Zhongshan District, Taipei City 10449, Taiwan), Gwo‐Chi Hu (Mackay Memorial Hospital), Kung-Min Wang (National Taiwan University of Science and Technology)
Year2020
Volume17
Issue6
Pages1944-1944
Publication date2020-03-16
Open AccessYes
TypeARTICLE
VenueInternational Journal of Environmental Research and Public Health (JOURNAL)
Journal identifiersISSN: 1661-7827 • E-ISSN: 1660-4601
PublisherMultidisciplinary Digital Publishing Institute (PUBLISHER • CH)
DOI10.3390/ijerph17061944
PMID32188138
OpenAlexW3012049325
LanguageEN
Citations received2
References cited36

Experiments showed that the proposed semi-Markovian model outperformed other benchmark diagnosis algorithms (i.e., linear regression, decision tree, random forest, and support vector machine), with a high R 2 of 90%. The proposed model also facilitated an accurate prognosis on the transition time of stroke from chronic diseases to dementias against environmental risks and rehabilitation factors

Dementia · Disease · Ischemic stroke · Markov chain · Psychiatry · Statistics · Stroke (engine · Stroke risk · Acute Ischemic Stroke Management · Dementia and Cognitive Impairment Research · Engineering · Mathematics · Medicine · Stroke Rehabilitation and Recovery · Internal Medicine

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Citations per year0.33
Citation span2020 - 2022 (3)
Highly citedNo

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