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A Comparative Analysis of Machine Learning Models for Early Detection of Hospital-Acquired Infections
In this study, we focus on two models for the early detection of hospital-acquired infections (HAIs): 1) the Infection Risk Index (IRI) and 2) the Ventilator-Associated Pneumonia (VAP) prediction model.
Pervasive Lying Posture Tracking
To answer these important research questions, in this article, we propose a comprehensive approach to design a sensor system that uses a single accelerometer along with machine learning algorithms for in-bed lying posture classification.
Affective Movement Generation using Laban Effort and Shape and Hidden Markov Models
The proposed approach is tested using a full-body movement dataset.
Automatic Detection of Arousals during Sleep using Multiple Physiological Signals
Using the Physionet/CinC Challenge dataset, an 80-20% subject-level split was performed to create in-house training and test sets, respectively.
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