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Automatic Prediction of Falls via Heart Rate Variability and Data Mining in Hypertensive Patients: The SHARE Project Experience (CROSBI ID 614189)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Melillo, Paolo ; Jović, Alan ; De Luca, Nicola ; Morgan, Stephen P ; Pecchia, Leandro Automatic Prediction of Falls via Heart Rate Variability and Data Mining in Hypertensive Patients: The SHARE Project Experience // IFMBE Proceedings Volume 45 / Lacković, Igor ; Vasić, Darko (ur.). International Federation of Medical and Biological Engineering (IFMBE), 2014. str. 42-45

Podaci o odgovornosti

Melillo, Paolo ; Jović, Alan ; De Luca, Nicola ; Morgan, Stephen P ; Pecchia, Leandro

engleski

Automatic Prediction of Falls via Heart Rate Variability and Data Mining in Hypertensive Patients: The SHARE Project Experience

Accidental falls in elderly is a major problem. This paper presents the preliminary results of a retrospective study investigating association between Heart Rate Variability (HRV) measures and risk of falling, analyzing 168 clinical 24- hour ECG recording from hypertensive patients, 47 of them experienced at least one fall in the three months before/after the registration. Several HRV patterns, based on 68 linear and non-linear HRV measures, were analyzed in relation to falls using advanced statistical and data mining methods. The results demonstrated that there is a significant association between a depressed HRV and the risk of falling, suggesting that a depressed HRV could be a new independent risk factor for falls with an odds ratio of 5.12 (CI 95% 1.42-18.41 ; p<0.01).

heart rate variability (HRV); accidental falls; fall risk factors; falls prediction; data mining.

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Podaci o prilogu

42-45.

2014.

objavljeno

Podaci o matičnoj publikaciji

IFMBE Proceedings Volume 45

Lacković, Igor ; Vasić, Darko

International Federation of Medical and Biological Engineering (IFMBE)

978-3-319-11127-8

Podaci o skupu

6th European Conference of the International Federation for Medical and Biological Engineering

predavanje

07.09.2014-11.09.2014

Dubrovnik, Hrvatska

Povezanost rada

Računarstvo