Search Results for author: Sinéad Smyth

Found 2 papers, 0 papers with code

Analysing the Performance of Stress Detection Models on Consumer-Grade Wearable Devices

no code implementations18 Mar 2022 Van-Tu Ninh, Sinéad Smyth, Minh-Triet Tran, Cathal Gurrin

The results from the experiment show that training the model with (comparatively low-cost) low-resolution EDA signal does not affect the stress detection accuracy of the model significantly compared to using a high-resolution EDA signal.

Heart Rate Variability

An Improved Subject-Independent Stress Detection Model Applied to Consumer-grade Wearable Devices

no code implementations18 Mar 2022 Van-Tu Ninh, Manh-Duy Nguyen, Sinéad Smyth, Minh-Triet Tran, Graham Healy, Binh T. Nguyen, Cathal Gurrin

Using our proposed model architecture, we compare the accuracy between stress detection models that use measures from each individual signal source, and one model employing the fusion of multiple sensor sources.

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