A Study on Caregiver Activity Recognition for the Elderly at Home Based on the XGBoost Model
Zhonghua Liu,
Shuang Zhang,
Huihui Zhang
et al.
Abstract:This paper aims to discuss the implementation of data analysis and information management for elderly nursing care from a data-driven perspective. It addresses the current challenges of in-home caregivers, providing a basis for decision making in analyzing nursing service content and evaluating job performance. The characteristics of caregivers’ activities were analyzed during the design of a wearable device-wearing scheme and a sensor data collection system. XGBoost, SVM, and Random Forest models were used in… Show more
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