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Guisong
Liu
PhD£¬Associate Professor
Chinese Name, Áõ¹óËÉ
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BIOGRAPHY |
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Dr. Liu received his
B.S. degree in Mechanics from the Xi¡¯an
Jiao Tong University, Xi¡¯an, China, in 1995, his M.S. degree in
Automatics from the University of
Electronic Science and Technology of China (UESTC), Chengdu, China, in
2000, and his PhD degree in Computer Science from UESTC in 2007. Now, he is an associate
professor in the School of Computer
Science and Engineering, UESTC,
Chengdu, China. His research interests include (1) Theory and applications of
neural networks, including supervised, unsupervised or semi-supervised
learning algorithms, especially in Self-organizing Feature Map,
Principal/Minor and Independent Component Analysis, Support Vector Machine,
Neural Gas Networks, etc., and their applications in classification,
clustering analysis and data mining, (2) Pattern recognition, especially in
image and video processing, (3) Information security in virus/intrusion
detection system, and (4) Software engineering. |
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PUBLICATIONS |
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² A
principal components analysis neural gas algorithm for anomalies clustering.
Xiufen Fang, Guisong Liu. WSEAS Transactions on Systems, v9, n1,
p42-51, January 2010 ²
Study to speech emotion recognition based on
TWINsSVM. Chengfu Yang, Luping Ji and Guisong Liu, 5th International
Conference on Natural Computation, ICNC 2009, v 2, p 312-316, 2009 ²
Modified PCNN filtering for fingerprint
enhancement. Luping Ji, Xiaorong Pu, Guisong Liu. 5th International
Conference on Natural Computation, ICNC 2009, v 2, p 404-408, 2009 ²
Medial axis extraction using growing neural gas.
Yee Zhang, Guisong Liu, et al. 2009 International Conference on
Artificial Intelligence and Computational Intelligence, AICI 2009, v 2, p
544-548 ²
Boosting the hierarchical hyperellipsoidal neural
gas networks. Xiufen Fang, Guisong Liu, et al. Proceedings - 4th
International Conference on Natural Computation, ICNC 2008, v 3, p 126-130 ²
A hierarchical intrusion detection model based on
the PCA neural networks. Guisong Liu, Zhang Yi, Shangming Yang.
Neurocomputing, v70, n7-9, p1561-1568, March 2007, ²
An integrated intrusion detection system by using
multiple neural networks. Guisong Liu, Xiaobin Wang. 2008 IEEE
International Conference on Cybernetics and Intelligent Systems, CIS 2008 ²
An immune algorithm based on danger model.
Chenggong Zhang, Guisong Liu, et al. 2008 IEEE International
Conference on Cybernetics and Intelligent Systems, CIS 2008 ²
Intrusion detection using PCASOM neural networks.
Guisong Liu, Zhang Yi. Lecture Notes in Computer Science, v3973 LNCS,
p240-245, 2006, Advances in Neural Networks - ISNN 2006: Third International
Symposium on Neural Networks, Proceedings - Part III ²
Classifier design using adaptive GHA neural
networks. GuiSong Liu and Xiao-Bin Wang. Journal of the University of
Electronic Science and Technology of China, v 36, n 6, p 1241-1244, December
2007 ²
Multidimensional K-anonymity partition method
using entropy. Yan Hua and Gui-Song Liu. Journal of the University of
Electronic Science and Technology of China, v 36, n 6, p 1228-1231, December
2007 ²
Access control of local area network based on ARP
protocol. Gui-Song Liu, Yan Hua and Zhang Yi. Journal of the
University of Electronic Science and Technology of China, v 34, n 2, p
240-243, April 2005 ²
Principal Component Neural Gas with Its Application
to Clustering Analysis in Network Security. Guisong Liu and Zhang Yi.
Dynamics of Continuous, Discrete & Impulsive Systems, Series A. Advances
in Neural Networks, Vol. 14(S1), pp: 454-458, 2007. ²
Supervised PCA Neural Networks for Anomaly and
Misuse Detection. Guisong Liu, Zhang Yi AND Shangming Yang, Dynamics of
Continuous, Discrete & Impulsive Systems, Series B. Vol.14(S3), pp:
270-276, 2007. ²
Regression ICA Algorithm for Image Denoising.
Advances in Cognitive Neurodynamics. Shangming Yang, Zhang Yi and Guisong
Liu, ICCN¡¯07, Springer Netherlands, 993-997, 2008. ²
On High Dimensional Pulse Coupled Neural Networks.
Dynamics of Continuous. Luping Ji, Lifeng Shang and Guisong Liu, Discrete and Impulsive Systems, Series
A: Mathematical Analysis, Vol. 14 (S1) pp.369-373, 2007. ²
Introduction to Information Security. Yujie Hao, Guisong
Liu, Qin Ke, Yan Hua, UESTC Press (Book). Aug. 2007. ²
Application Research on Intrusion Detection by
Using Neural Networks. Guisong Liu and Jiandong Guo. Computer Science,
33 (8S). PP:259-262. 2006. ²
Application Research on Electric Power System by
Using Wireless Communication Technology. Guisong Liu and Gaojun Lei.
in Proc. 11th National Youth Communication Technology. 2006, pp. 1-6. ²
The New Network Project to Combine Graphic with
Database Used to Integrate Web Application in Distribution Network
Management. Guisong Liu and Fu Xiao. Power Demand Management. Vol.7
No.6 pp. 29-31. 2005. ²
A New Algorithm for Mining of Frequent Itemsets of
Association Rules. Hua Yan, Zhang Yi and Guisong Liu. Computer
Science, 2003,30(8S). PP:275-277. |
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CONTACT ME |
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========================================================================================= Computational Intelligence Laboratory, University of Electronic Science and Technology of China, ==========================================================================================
. Sep. 2010 |