@inproceedings{66fd81229d4142dd8e16d498dcf3fe85,
title = "A novel QoS mapping algorithm for heterogeneous home networks using general regression neural networks",
abstract = "This paper presents a novel QoS management algorithm for heterogeneous home networks using the general regression network (GRNN). The algorithm first establishes profiles of the responses of users to various usages of different communication links for different services. By the employment of the GRNN, the prediction of the future responses of a service from a user could then be made based on the profiles. Among the bandwidth allocations predicted to receive positive feedback, the algorithm finds the bandwidth allocation consuming minimum total bandwidth in the network. The algorithm requires no offline training and achieves fast adaptation to the responses of users. Both analytical and numerical analyses of the proposed algorithm have been included in the paper to show the effectiveness of the proposed algorithm.",
keywords = "Heterogeneous home networks, Neural networks, Quality of service",
author = "Tung, {Yi Chih} and Hwang, {Wen Jyi} and Ho, {Chih Hsiang}",
note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 17th IEEE International Conference on Computational Science and Engineering, CSE 2014 - Jointly with 13th IEEE International Conference on Ubiquitous Computing and Communications, IUCC 2014, 13th International Symposium on Pervasive Systems, Algorithms, and Networks, I-SPAN 2014 and 8th International Conference on Frontier of Computer Science and Technology, FCST 2014 ; Conference date: 19-12-2014 Through 21-12-2014",
year = "2015",
month = jan,
day = "26",
doi = "10.1109/CSE.2014.121",
language = "English",
series = "Proceedings - 17th IEEE International Conference on Computational Science and Engineering, CSE 2014, Jointly with 13th IEEE International Conference on Ubiquitous Computing and Communications, IUCC 2014, 13th International Symposium on Pervasive Systems, Algorithms, and Networks, I-SPAN 2014 and 8th International Conference on Frontier of Computer Science and Technology, FCST 2014",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "519--526",
editor = "Xingang Liu and {El Baz}, Didier and Ching-Hsien Hsu and Kai Kang and Weifeng Chen",
booktitle = "Proceedings - 17th IEEE International Conference on Computational Science and Engineering, CSE 2014, Jointly with 13th IEEE International Conference on Ubiquitous Computing and Communications, IUCC 2014, 13th International Symposium on Pervasive Systems, Algorithms, and Networks, I-SPAN 2014 and 8th International Conference on Frontier of Computer Science and Technology, FCST 2014",
}