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5 results on '"Lora-Rivera, Raúl"'

1. A Wearable Fall Detection System Using Deep Learning

Author

Casilari, Eduardo, Lora-Rivera, Raúl, García-Lagos, Francisco, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Wotawa, Franz, editor, Friedrich, Gerhard, editor, Pill, Ingo, editor, Koitz-Hristov, Roxane, editor, and Ali, Moonis, editor

Published
2019
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5. Evaluation of a Fall Alerting System based on a Convolutional Deep Neural Network

Author

Casilari-Pérez, Eduardo, Lora Rivera, Raúl, and García-Lagos, Francisco

Subjects
Wearable, Redes Neuronales (Informática), Accelerometers, Fall detection systems
Abstract

Artículo sobre detección de caídas con redes neuronales profundas Owing to the effects of falls on quality of life of the elderly, automatic fall detection systems (FDS) have become a key research topic in the ambit of telecare. This works assesses the performance of convolutional neural networks when they are applied to identify fall accidents in a wearable FDS provided with a tri-axial accelerometer. The evaluation of the detection algorithm is carried out by employing a benchmarking repository with a wide set of traces captured from a wide group of volunteers that executed a programmed series of Activities of the Daily Living (ADLs) and emulated falls. Results show that the CNN can properly distinguish both types of movements with a success rate (specificity and sensitivity) around 99%. Universidad de Málaga. Campus de Excelencia Internacional Andalucía Tech.

Published
2019

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