Information summarization for network performance management

10th IMEKO TC10 International Conference on Technical Diagnostics

Volumn , Issue , 2005, Pages

  Kylväjä, Mikko ^a,c   Kumpulainen, Pekka ^b   Hätönen, Kimmo ^c  

^a NOKIA SIEMENS NETWORKS   (Finland)

^b TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

^c NOKIA RESEARCH CENTER   (United States)

Author keywords

Mobile network; Performance management; Telecommunication

Indexed keywords

GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS; MANAGEMENT; NETWORK MANAGEMENT; TELECOMMUNICATION; TELECOMMUNICATION NETWORKS; WIRELESS NETWORKS;

AUTOMATED SOLUTIONS; CELLULAR MOBILE NETWORKS; INFORMATION SUMMARIZATION; LARGE AMOUNTS OF DATA; MOBILE COMMUNICATION NETWORKS; NETWORK PERFORMANCE MANAGEMENT; PERFORMANCE MANAGEMENT; SUPPORTING TECHNOLOGY;

MOBILE TELECOMMUNICATION SYSTEMS;

EID: 84903287302     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. 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.
2. J. Suutarinen, "Performance Measurements of GSM Base Station System", Thesis (Lic.Tech.), Tampere University of Technology, 1994.
3. J. Han, M. Kamber, "Data Mining: Concept and Techniques", Morgan Kaufmann, 2001.
4. O. Simula, J. Hollmén, E. Alhoniemi, "Models from data: analysis of industrial processes and telecommunication systems", In Proceedings of the National Conference on Industrial Automation, Ancona, Italy, pp. 13-19, November 2001.
5. M. Federley, E. Alhoniemi, M. Laitila, M. Suojärvi, R. Ritala, "State management for process monitoring, diagnostics and optimization", Pulp & Paper Canada, Volume 103, No. 2, pp. 40-43, 2002.
6. J. Laiho, K. Raivio, P. Lehtimäki, K. Hätönen, O. Simula: "Advanced Analysis Methods for 3G Cellular Networks". IEEE Transactions on Wireless Communications, (In press).
7. K. Julisch, "Clustering Intrusion Detection Alarms to Support Root Cause Analysis", ACM Transactions on Information and System security, Volume 6, No. 4, pp. 443-471, November 2003.
8. G. Jakobson, M. Weissman, "Real-time telecommunication network management; Extending event correlation with temporal constraints", Integrated Network Management IV (Chapman & Hall, London, 1995), pp. 290-301.
9. K. Hätönen, M. Klemettinen, H. Mannila, P. Ronkainen, H. Toivonen, "Knowledge Discovery from Telecommunication Network Alarm Databases", in: Proc. of the 12th Int. Cong on Data Engineering, (New Orleans, Feb. 1996).
10. V. Ganti, R. Ramakrishnan, J. Gehrke, A. Powell, J. French, "Clustering Large Datasets is Arbitary Metric Spaces", Proceedings., 15th International Conference on Data Engineering, 1999., pp. 502-511, 1999.
11. R. Agrawal, J. Gehrke, D. Gunopulos, P. Raghavan, "Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications", Proceedings. ACM SIGMOD Int'l Conf. Management of Data, pp. 94-105, 1998.
12. D.H. Fisher, "Knowledge acquisition via incremental conceptual clustering", Machine Learning, 2(2), 1987.
13. K. Hätönen, P. Kumpulainen, P. Vehviläinen, "Pre-and Post-processing for Mobile Network Performance Data", In: R. Tuokko(ed), Automaatio03, Seminaaripäivät, Automation Makes it Work-Automaation sovellukset ja käyttökokemukset, Finnish Society of Automation, Helsinki, pp. 311-316, September 9-11, 2003.
14. K. Hätönen, S. Laine, T. Similä, "Using the LogSig-function to integrate expert knowledge to Self-Organising Map (SOM) based analysis", IEEE International Workshop on Soft Computing in Industrial Applications, Birmingham University, New York, June 23-25, 2003.
15. J.L. Schafer, "Analysis of Incomplete Multivariate Data", Chapman & Hall, London, 1997.
16. R.A. Johnson, D.W. Wichern, "Applied multivariate statistical analysis 4th Edition", Prentice Hall, 1998.
17. 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.
18. P.J. Rousseeuw, "Silhouettes: A graphical aid to the interpretation and validation of cluster analysis", Journal of Computational and Applied Mathematics, Volume 20, November 1987, Pages 53-65.
19. R. McGill, J.W. Tukey, and W.A. Larsen, "Variations of Boxplots," The American Statistician, Vol. 32, pp.12-16, 1978.
20. C. Bounsaythip, E. Rinta-Runsala, "Overview of Data Mining for Customer Behavior Modeling", Research Report, VTT Information Technology, 29. June 2001