AIMC Topic: Human Activities

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Robust two stages federated learning for sensor based human activity recognition with label noise.

Scientific reports May 18, 2025
Federated learning is widely used for collaborative training of human activity recognition models across multiple devices with limited local data. However, label noise caused by human and time constraints during data annotation is common and severely...
Humans Human Activities Federated Learning Machine Learning Algorithms
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The SESAME Human-Earth Atlas.

Scientific data May 12, 2025
Human activities such as food production, mining, transportation, and construction have extensively modified Earth's land and marine environments, causing biodiversity loss, water pollution, soil erosion, and climate change. However, studying spatial...
Earth, Planet Machine Learning Humans Atlases as Topic Human Activities
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Revolutionizing health monitoring: Integrating transformer models with multi-head attention for precise human activity recognition using wearable devices.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2025
BACKGROUND: A daily activity routine is vital for overall health and well-being, supporting physical and mental fitness. Consistent physical activity is linked to a multitude of benefits for the body, mind, and emotions, playing a key role in raising...
Human Activities Monitoring, Physiologic Activities of Daily Living Neural Networks, Computer Algorithms Deep Learning Wearable Electronic Devices Humans
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Enhanced In-Home Human Activity Recognition Using Multimodal Sensing and Spatiotemporal Machine Learning Architecture.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
In this research, we present an enhanced human activity recognition (HAR) framework using advanced machine learning models incorporating temporal dynamics, leveraging multimodal sensor data. Data from wearable wristbands and real-time location system...
Human Activities Wearable Electronic Devices Activities of Daily Living Humans Neural Networks, Computer Machine Learning Algorithms
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Deep Learning-Based Subject Independent Human Activity Recognition using Smart Lacelock Data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
Human Activity Recognition (HAR) field is rapidly growing and the classification of human activities based on sensor data is crucial for applications in healthcare, rehabilitation and numerous other sectors. In this paper we use a novel device and at...
Humans Deep Learning Wearable Electronic Devices Neural Networks, Computer Algorithms Shoes Accelerometry Human Activities
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Overcoming Data Scarcity in Human Activity Recognition.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2023
Wearable sensors have become increasingly popular in recent years, with technological advances leading to cheaper, more widely available, and smaller devices. As a result, there has been a growing interest in applying machine learning techniques for ...
Humans Human Activities Recognition, Psychology Neural Networks, Computer Machine Learning
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HAKE: A Knowledge Engine Foundation for Human Activity Understanding.

IEEE transactions on pattern analysis and machine intelligence Jul 1, 2023
Human activity understanding is of widespread interest in artificial intelligence and spans diverse applications like health care and behavior analysis. Although there have been advances with deep learning, it remains challenging. The object recognit...
Human Activities Gadiformes Knowledge Bases Humans Artificial Intelligence Algorithms Animals
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Single Accelerometer to Recognize Human Activities Using Neural Networks.

Journal of biomechanical engineering Jun 1, 2023
Exoskeletons have decreased physical effort and increased comfort in activities of daily living (ADL) such as walking, squatting, and running. However, this assistance is often activity specific and does not accommodate a wide variety of different ac...
Activities of Daily Living Accelerometry Human Activities Neural Networks, Computer Machine Learning Humans
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A multimodal fusion enabled ensemble approach for human activity recognition in smart homes.

Health informatics journal Jan 1, 2023
How to deal with multi-modality data from different types of devices is a challenging issue for accurate recognition of human activities in a smart environment. In this paper, we propose a multimodal fusion enabled ensemble approach. Firstly, useful ...
Humans Algorithms Pattern Recognition, Automated Support Vector Machine Human Activities Fuzzy Logic
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Human activity recognition for analyzing stress behavior based on Bi-LSTM.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2023
BACKGROUND: Stress is one of the critical health factors that could be detected by Human Activity Recognition (HAR) which consists of physical and mental health. HAR can raise awareness of self-care and prevent critical situations. Recently, HAR used...
Exercise Humans Human Activities Neural Networks, Computer
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