JOURNAL ARTICLE

Human Fall Prediction Using Ensemble Learning Technique

A. RoyR. MukherjeeSoumen MoulikAmitabha Chakrabarti

Year: 2022 Journal:   2022 IEEE International Conference on Consumer Electronics - Taiwan Pages: 545-546

Abstract

Accidental falling in the indoor environment during locomotion is very common among aged fellows. This can result in serious injuries or even death if not detected or treated on time. In this work, we applied different supervised machine learning techniques to predict fall or syncope, trained a physiological dataset, and compared their performances with respect to different parameters. Our study shows that ensemble technique gives the best results among the implemented models.

Keywords:
Falling (accident) Computer science Ensemble learning Artificial intelligence Machine learning Ensemble forecasting Accidental fall Work (physics) Supervised learning Accidental Artificial neural network Engineering Medicine

Metrics

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Cited By
0.12
FWCI (Field Weighted Citation Impact)
2
Refs
0.29
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Anomaly Detection Techniques and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Context-Aware Activity Recognition Systems
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Non-Invasive Vital Sign Monitoring
Physical Sciences →  Engineering →  Biomedical Engineering

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