Impact of physical activity on sleep: A deep learning based exploration

A Sathyanarayana, S Joty, L Fernandez-Luque… - arXiv preprint arXiv …, 2016 - arxiv.org
… In this paper we explore a deep learning approach to modeling the relationship between
sleep and physical activity. We first compare deep learning models with classical models, ie …

Human physical activity recognition based on computer vision with deep learning model

L Mo, F Li, Y Zhu, A Huang - 2016 IEEE international …, 2016 - ieeexplore.ieee.org
… on the deep learning algorithm is proposed, which can recognize the human physical activity
… -60 dataset to recognize the human physical activity without using any prior knowledge. It …

Deep learning for classifying physical activities from accelerometer data

V Nunavath, S Johansen, TS Johannessen, L Jiao… - Sensors, 2021 - mdpi.com
… , recognizing, and predicting physical activities from body-worn … the use of deep learning for
classifying physical activity using … which was acquired from UCI Machine learning repository. …

Improving physical activity recognition using a new deep learning architecture and post-processing techniques

M Gil-Martín, R San-Segundo… - … Applications of Artificial …, 2020 - Elsevier
… The deep learning architecture proposed in this paper for physical activity recognition is
composed of two main parts. The first part has several layers associated to each sensor …

Deep learning using convolutional LSTM estimates biological age from physical activity

SA Rahman, DA Adjeroh - Scientific reports, 2019 - nature.com
… of deep learning methods for biological age estimation using the locomotor physical activity
… there is any discernible association between physical activity and chronological age (which …

Deep learning-based classification with improved time resolution for physical activities of children

Y Jang, S Kim, K Kim, D Lee - PeerJ, 2018 - peerj.com
… The machine learning method is one of the best solutions for classifying physical activities,
with novel deep learning method recently demonstrating outstanding performances. From …

Heart rate modeling and prediction of construction workers based on physical activity using deep learning

M Ghafoori, C Clevenger, M Abdallah, K Rens - Automation in Construction, 2023 - Elsevier
… with physical activity time series data to forecast HR. The result of the study showed the
importance of considering physical activity in … It should be noted that the deep learning models …

[HTML][HTML] Sleep quality prediction from wearable data using deep learning

A Sathyanarayana, S Joty… - JMIR mHealth and …, 2016 - mhealth.jmir.org
… poor or good sleep efficiency based on physical activity data from the awake periods from a
deep learning approaches to modeling the relationship between sleep and physical activity. …

The linkage between the perception of neighbourhood and physical activity in Guangzhou, China: using street view imagery with deep learning techniques

R Wang, Y Liu, Y Lu, Y Yuan, J Zhang, P Liu… - International Journal of …, 2019 - Springer
… using street view images and deep learning techniques. Previous … appearance with GSV and
deep learning techniques. Our … of street view images and deep learning techniques to study …

[HTML][HTML] Rnn-based deep learning for physical activity recognition using smartwatch sensors: A case study of simple and complex activity recognition

S Mekruksavanich, A Jitpattanakul - Mathematical Biosciences and …, 2022 - aimspress.com
activity generally rely on handcrafted characteristics from heuristic processes in time and
frequency domains. The advancement of deep learning … classify human physical activity. This …