Fall classification by machine learning using mobile phones

MV Albert, K Kording, M Herrmann, A Jayaraman - PloS one, 2012 - journals.plos.org
… We sought to use mobile phones and standard state-of-the-art machine learning to perform
… that the use of mobile phones for fall detection can be greatly improved when using modern …

Detection of falls using accelerometers and mobile phone technology

RYW Lee, AJ Carlisle - Age and ageing, 2011 - academic.oup.com
… There have already been some preliminary reports exploring the idea of using mobile
phones to detect falls, but the feasibility of this technology has not been fully examined [14–16]. …

[HTML][HTML] Fall detection in individuals with lower limb amputations using mobile phones: machine learning enhances robustness for real-world applications

N Shawen, L Lonini, CK Mummidisetty… - JMIR mHealth and …, 2017 - mhealth.jmir.org
mobile phone-based fall detection model can use data from non-amputee individuals to
detect falls … We successfully detected falls when the mobile phone was carried across multiple …

Mobile phone-based pervasive fall detection

J Dai, X Bai, Z Yang, Z Shen, D Xuan - Personal and ubiquitous computing, 2010 - Springer
fall detection system tailored for mobile phones. We design two different detection algorithms
based on the mobile … two algorithms for fall detection systems using mobile phones. The …

Developing a mobile phone-based fall detection system on android platform

SH Fang, YC Liang, KM Chiu - … and Applications Conference, 2012 - ieeexplore.ieee.org
… contacts through message while detecting fall. We adopt different fall detection algorithms and
… focuses on acceleration-based detection, utilizing mobile phones as the platform to detect

Fall detection and motion classification by using decision tree on mobile phone

FY Leu, CY Ko, YC Lin, H Susanto, HC Yu - Smart Sensors Networks, 2017 - Elsevier
… , we develop a fall management system, named Fall Detection System using Mobile Phones
(FDSMP), … At present, studies that utilize mobile phones to detect falls mainly rely on Triaxial …

FallDroid: An automated smart-phone-based fall detection system using multiple kernel learning

A Shahzad, K Kim - IEEE Transactions on Industrial Informatics, 2018 - ieeexplore.ieee.org
… effects of falls through immediate … fall detection system developed on smart phones, namely,
FallDroid that exploits a two-step algorithm proposed to monitor and detect fall events using

[HTML][HTML] Fall detection in older adults with mobile IoT devices and machine learning in the cloud and on the edge

D Mrozek, A Koczur, B Małysiak-Mrozek - Information Sciences, 2020 - Elsevier
… on Apple Watch) is that we provide not only the application for the mobile device that allows
detecting falls and notifying someone else, but we also provide the centralized system that …

Fall detection devices and their use with older adults: a systematic review

S Chaudhuri, H Thompson… - Journal of geriatric physical …, 2014 - journals.lww.com
… on fall-detection devices and to analyze their level of success in automatically detecting
falls… and perceptions of these devices as well as the implementation of these devices in “real …

A smartphone-based fall detection system

S Abbate, M Avvenuti, F Bonatesta, G Cola… - Pervasive and Mobile …, 2012 - Elsevier
… analyzing how the participants interacted with the mobile phones, and finally by asking opinions
… -based reminders through their mobile phone, and lessened their use of other reminder …