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• W2973456721 abstract "Human Activity Recognition (HAR) is an important area of research in ambient intelligence for various contexts such as ambient-assisted living. The existing HAR approaches are mostly based either on vision, mobile or wearable sensors. In this paper, we propose a hybrid approach for HAR by combining three types of sensing technologies, namely: smartphone accelerometer, RGB cameras and ambient sensors. Acceleration and video streams are analyzed using multiclass Support Vector Machine (SVM) and Convolutional Neural Networks, respectively. Such an analysis is improved with the ambient sensing data to assign semantics to human activities using description logic rules. For integration, we design and implement a Framework to address human activity recognition pipeline from the data collection phase until activity recognition and visualization. The various use cases and performance evaluations of the proposed approach show clearly its utility and efficiency in several everyday scenarios." @default.
• W2973456721 created "2019-09-26" @default.
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• W2973456721 date "2019-09-26" @default.
• W2973456721 modified "2023-10-17" @default.
• W2973456721 title "A Deep Learning and Multimodal Ambient Sensing Framework for Human Activity Recognition" @default.
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• W2973456721 doi "https://doi.org/10.15439/2019f50" @default.
• W2973456721 hasPublicationYear "2019" @default.
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