Top-5 machine learning + biosignals boosters in remote health, wellbeing, and safety monitoring

Scientific recipes to boost your product with ML power

Illustration from http://neurosky.com/2015/01/ecg-vs-ppg-for-heart-rate-monitoring-which-is-best/

What are PPG and ECG?

Booster #1: cardiac cycle abnormalities

Automatic ECG diagnosis using deep learning

Illustration from https://www.mdpi.com/2079-9292/9/6/951
Illustrations from https://scholarlypublications.universiteitleiden.nl/handle/1887/85757

Cardiologist-level arrhythmia detection using machine and deep learning

Illustration from https://pubmed.ncbi.nlm.nih.gov/30617320/

Booster #2: Stress & Recovery

DeStress: deep learning for mental stress identification in firefighters

Illustration from https://link.springer.com/chapter/10.1007/978-3-030-53352-6_9

Biosignals in virtual reality (metaverse?)

Booster #3: Fitness and Endurance

Fatigue detection

Booster #4: Sleep quality

Using heart rate and sequential models for sleep stages monitoring

Illustration from https://journals.sagepub.com/doi/10.1177/1460458219827349

Using deep learning with HRV data

Illustration from https://www.nature.com/articles/s41598-019-49703-y

Noise-reduced fractal property of HRV and sleep stage classification

Illustration from https://www.sciencedirect.com/science/article/pii/S1877050917320707

Booster #5: Emotion recognition

Affective sounds and heart rate variability reaction

Illustration from https://ieeexplore.ieee.org/document/7106477

Heart rate and 4 emotions recognition

ECG and finger pulse data fusion for emotion recognition

Illustration from https://www.semanticscholar.org/paper/Fusion-of-heart-rate-variability-and-pulse-rate-for-Goshvarpour-Abbasi/5873ae3b8fb5d7857bbef4fd29739efeda8854fa

Instead of a conclusion

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Neurons Lab

We are a group of scientists, engineers, and developers who are passionate to revolutionize the future of businesses with AI and machine learning technologies.