A research of physical activity's influence on heart rate using feedforward neural network

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Title A research of physical activity's influence on heart rate using feedforward neural network
Author Xiao, Feng; Yuchi, Ming; Jo, Jun Hyung; Ding, Ming-yue; Hou, Wen-guang
Journal Name Lecture Notes In Computer Science
Editor Wen Yu, Haibo He and Nian Zhang
Year Published 2009
Place of publication Germany
Publisher Springer-Verlag
Abstract Heart rate (HR) signal analysis is widely used in the medicine and medical research area. Physical activities (PA) are commonly recognized to greatly affect the changes of heart rate. However, the direct relationship between heart rate and physical activities is hard to describe. In this paper, a model using feedforward neural network with the function of HR prediction is designed. This model reflects the effect how PA affect HR. Experiments was conducted based on the reallife signals from a healthy male. The mean absolute error of the predicted heart rate was relatively small. The result shows the potential of the proposed method.
Peer Reviewed Yes
Published Yes
Alternative URI http://dx.doi.org/10.1007/978-3-642-01513-7_120
Volume 5553
Page from 1089
Page to 1096
ISSN 0302-9743
Date Accessioned 2009-11-22
Date Available 2010-08-24T06:52:13Z
Language en_AU
Research Centre Institute for Integrated and Intelligent Systems
Faculty Faculty of Science, Environment, Engineering and Technology
Subject Computer-Human Interaction; Neural, Evolutionary and Fuzzy Computation
URI http://hdl.handle.net/10072/30529
Publication Type Journal Articles (Refereed Article)
Publication Type Code c1

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