@article{ART001646369},
author={Zhibin Yu and 최용도 and 길기범 and KIM SUNG-HO},
title={Traffic Classification based on Adjustable Convex-hullSupport Vector Machines},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2012},
volume={17},
number={3},
pages={67-76}
TY - JOUR
AU - Zhibin Yu
AU - 최용도
AU - 길기범
AU - KIM SUNG-HO
TI - Traffic Classification based on Adjustable Convex-hullSupport Vector Machines
JO - Journal of The Korea Society of Computer and Information
PY - 2012
VL - 17
IS - 3
PB - The Korean Society Of Computer And Information
SP - 67
EP - 76
SN - 1598-849X
AB - Traffic classification plays an important role in traffic management. To traditional methods, P2P and encryption traffic may become a problem. Support Vector Machine (SVM) is a useful classification tool which is able to overcome the traditional bottleneck. The main disadvantage of SVM algorithms is that it’s time-consuming to train large data set because of the quadratic programming (QP) problem. However, the useful support vectors are only a small part of the whole data. If we can discard the useless vectors before training, we are able to save time and keep accuracy. In this article, we discussed the feasibility to remove the useless vectors through a sequential method to accelerate training speed when dealing with large scale data.
KW - Visualization;Traffic Classification;Pattern recognition
DO -
UR -
ER -
Zhibin Yu, 최용도, 길기범 and KIM SUNG-HO. (2012). Traffic Classification based on Adjustable Convex-hullSupport Vector Machines. Journal of The Korea Society of Computer and Information, 17(3), 67-76.
Zhibin Yu, 최용도, 길기범 and KIM SUNG-HO. 2012, "Traffic Classification based on Adjustable Convex-hullSupport Vector Machines", Journal of The Korea Society of Computer and Information, vol.17, no.3 pp.67-76.
Zhibin Yu, 최용도, 길기범, KIM SUNG-HO "Traffic Classification based on Adjustable Convex-hullSupport Vector Machines" Journal of The Korea Society of Computer and Information 17.3 pp.67-76 (2012) : 67.
Zhibin Yu, 최용도, 길기범, KIM SUNG-HO. Traffic Classification based on Adjustable Convex-hullSupport Vector Machines. 2012; 17(3), 67-76.
Zhibin Yu, 최용도, 길기범 and KIM SUNG-HO. "Traffic Classification based on Adjustable Convex-hullSupport Vector Machines" Journal of The Korea Society of Computer and Information 17, no.3 (2012) : 67-76.
Zhibin Yu; 최용도; 길기범; KIM SUNG-HO. Traffic Classification based on Adjustable Convex-hullSupport Vector Machines. Journal of The Korea Society of Computer and Information, 17(3), 67-76.
Zhibin Yu; 최용도; 길기범; KIM SUNG-HO. Traffic Classification based on Adjustable Convex-hullSupport Vector Machines. Journal of The Korea Society of Computer and Information. 2012; 17(3) 67-76.
Zhibin Yu, 최용도, 길기범, KIM SUNG-HO. Traffic Classification based on Adjustable Convex-hullSupport Vector Machines. 2012; 17(3), 67-76.
Zhibin Yu, 최용도, 길기범 and KIM SUNG-HO. "Traffic Classification based on Adjustable Convex-hullSupport Vector Machines" Journal of The Korea Society of Computer and Information 17, no.3 (2012) : 67-76.