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Falling Angel - a W...
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Rahman, HamidurMälardalens högskola,Inbyggda system
(author)
Falling Angel - a Wrist Worn Fall Detection System Using K-NN Algorithm
- Article/chapterEnglish2016
Publisher, publication year, extent ...
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2017-01-21
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Cham :Springer International Publishing,2016
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printrdacarrier
Numbers
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LIBRIS-ID:oai:DiVA.org:mdh-33803
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https://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-33803URI
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https://doi.org/10.1007/978-3-319-51234-1_25DOI
Supplementary language notes
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Language:English
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Summary in:English
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Subject category:ref swepub-contenttype
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Subject category:kon swepub-publicationtype
Notes
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A wrist worn fall detection system has been developed where the accelerometer data from an angel sensor is analyzed by a two-layered algorithm in an android phone. Here, the first layer uses a threshold to find potential falls and if the thresholds are met, then in the second layer a machine learning i.e., k-Nearest Neighbor (k-NN) algorithm analyses the data to differentiate it from Activities of Daily Living (ADL) in order to filter out false positives. The final result of this project using the k-NN algorithm provides a classification sensitivity of 96.4%. Here, the acquired sensitivity is 88.1% for the fall detection and the specificity for ADL is 98.1%.
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Sandberg, JohanMälardalens högskola,Inbyggda system(Swepub:mdh)oi
(author)
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Eriksson, LennartMälardalens högskola,Inbyggda system(Swepub:mdh)oi
(author)
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Heidari, MohammadMälardalens högskola,Inbyggda system(Swepub:mdh)oi
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Arwald, JanExformation AB, Lidingö, Sweden
(author)
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Eriksson, PeterExformation AB, Lidingö, Sweden
(author)
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Begum, Shahina,1977-Mälardalens högskola,Inbyggda system(Swepub:mdh)sbm02
(author)
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Lindén, Maria,1965-Mälardalens högskola,Inbyggda system(Swepub:mdh)mln04
(author)
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Ahmed, Mobyen Uddin,1976-Mälardalens högskola,Inbyggda system(Swepub:mdh)mad02
(author)
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Mälardalens högskolaInbyggda system
(creator_code:org_t)
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Rahman, Hamidur
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Sandberg, Johan
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Eriksson, Lennar ...
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Heidari, Mohamma ...
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Arwald, Jan
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Eriksson, Peter
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Begum, Shahina, ...
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Lindén, Maria, 1 ...
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Ahmed, Mobyen Ud ...
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- About the subject
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- ENGINEERING AND TECHNOLOGY
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ENGINEERING AND ...
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and Electrical Engin ...
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Mälardalen University