Trial report on self-organizing map based analysis tool for radio networks

IEEE Vehicular Technology Conference

Volumn 59, Issue 4, 2004, Pages 2365-2369

  Kylväjä, Mikko ^a   Hätönen, Kimmo ^b   Kumpulainen, Pekka ^c   Laiho, Jaana ^a   Lehtimäki, Pasi ^d   Raivio, Kimmo ^d   Vehviläinen, Pekko ^c  

^a NOKIA SIEMENS NETWORKS   (Finland)

^b NOKIA RESEARCH CENTER   (United States)

^c TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

^d AALTO UNIVERSITY   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATED ANALYSIS; KEY PERFORMANCE INDICATORS (KPI); NETWORK MANAGEMENT; QUALITY OF END-USER EXPERIENCE (QOE);

ALGORITHMS; DATA MINING; GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS; INFORMATION RETRIEVAL; PROBABILITY DENSITY FUNCTION; SELF ORGANIZING MAPS; TELECOMMUNICATION TRAFFIC; VISUALIZATION;

TELECOMMUNICATION NETWORKS;

EID: 15344341031     PISSN: 15502252     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. J.Laiho, M.Kylväjä, A.Höglund, "Utilization of Advanced Analysis Methods in 3G Networks," IEEE VTS Proceedings of Vehicular Technology Conference 2002 spring, Birmingham, Alabama, pp. 726-730.
2. K.Raivio, O.Simula, J.Laiho, P.Lehtimaki, "Analysis of mobile radio access network using the selforganizing map," Proceedings of Eighth International Symposium on Integrated Network Management, IFIP/IEEE 2003, pp. 439-451.
3. T.Kohonen, "Self-Organising Maps," Springer- Verlag, Berlin 1995.
4. T.Kohonen, "Analysis of processes and large data sets by a self-organizing method," Proceedings of the Second International Conference on Intelligent Processing and Manufacturing of Materials, 1999, vol. 1, pp.27-36.
5. T.Kohonen, E.Oja, O.Simula, A.Visa, J.Kangas, "Engineering applications of the self-organizing map,"Proceedings of the IEEE, vol. 84, Issue 10, Oct. 1996, pp. 1358-1384.
6. T.Kohonen, "New developments and applications of self-organizing maps," Proceedings of International Workshop on Neural Networks for Identification, Control, Robotics, and Signal/Image Processing, 1996, pp. 164-172.
7. J.Ahola, E.Alhoniemi, O. Simula, "Monitoring industrial processes using the self-organizing map," Proceedings of the IEEE Midnight-Sun Workshop on Soft Computing Methods in Industrial Applications, 1999, pp. 22-27.
8. K.Hätönen, P.Kumpulainen, P.Vehviläinen, "Pre- and post-processing for mobile network performance data". In proceedings of seminar days of Finnish Society of Automation, (Automation 03). Helsinki, September, 9-11, 2003.
9. P.Vehviläinen, K.Hätönen, P.Kumpulainen, "Data mining in quality analysis of digital mobile telecommunications network," Proceedings of XVII IMEKO World Congress, Dubrovnik, Croatia, June 22-27, 2003.
10. K.Hätönen, S.Laine, T.Similä, "Using the LogSig-function to integrate expert knowledge to Self-Organizing Map (SOM) based analysis," Proceedings of IEEE International Workshop on Soft Computing in Industrial Applications, Binghamton University, Binghamton, New York, June 23-25, 2003
11. J.Laiho, K.Raivio, P.Lehtimäki, K.Hätönen, O.Simula, "Advanced Analysis Methods for 3G Cellular Networks," Report A65. Helsinki University of Technology, 2002
12. T.Kohonen, J.Hynninen, J.Kangas, J.Laaksonen, and K.Torkkola, "SOM_PAK: The self-organizing map program package," Tech. Rep. A31, Helsinki University of Technology, Laboratory of Computer and Information Science, 1996. Available: http://www.cis.hut.fi/research/som_pak/
13. J.Vesanto, J.Himberg, E.Alhoniemi, and J.Parhankangas, "SOM toolbox for MatLab 5," Tech. Rep. A57, Helsinki University of Technology, Laboratory of Computer and Information Science, 2000. Available: http://www.cis.hut.fi/projects/somtoolbox/
14. B.S. Everitt, "Cluster Analysis," .Arnold, 1993.
15. J.Vesanto and E.Alhoniemi, "Clustering of the self-organizing map," IEEE Transactions on Neural Networks, vol. 11, no. 3, pp. 586-600, May 2000.
16. D.L. Davies and D.W. Bouldin, "A cluster separation measure," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 1, no. 2, pp. 224-227, April 1979.
17. M.Siponen, J.Vesanto, O.Simula, and P.Vasara, "An approach to automated interpretation of SOM," Advances in Self-Organizing Maps, N.Allinson, H.Yin, L.Allinson, and J.Slack, Eds. 01, pp. 89-94, Springer.