Wavelet fuzzy classification for detecting and tracking region outliers in meteorological data

GIS: Proceedings of the ACM International Symposium on Advances in Geographic Information Systems

Volumn , Issue , 2004, Pages 258-265

  Lu, Chang Tien ^a   Liang, Lily R ^b  

^a VIRGINIA POLYTECHNIC INSTITUTE AND STATE UNIVERSITY   (United States)

^b UNIVERSITY OF THE DISTRICT OF COLUMBIA   (United States)

Author keywords

Fuzzy Classification; Outlier Detection; Spatial Data Mining

Indexed keywords

AUTOMATION; DATA STRUCTURES; DATABASE SYSTEMS; FUZZY SETS; GEOGRAPHIC INFORMATION SYSTEMS; METEOROLOGY; WAVELET TRANSFORMS;

FUZZY CLASSIFICATION; OUTLIER DETECTION; SATELLITE OBSERVATION SYSTEMS; SPATIAL DATA MINING;

DATA MINING;

EID: 19544375966     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1032222.1032260     Document Type: Conference Paper

References (22)

1. Aggarwal, C.C., Han, J., Wang, J., and Yu, P.S. A Framework for Clustering Evolving Data Streams. in Proceedings of the 29th International Conference on Very Large Data Bases. 2003.
2. Barnett, V. and Lewis, T., Outliers in Statistical Data. 1994, New York: John Wiley.
3. Breunig, M., Kriegel, H., Ng, R.T., and Sander, J. OPTICS-OF: Identifying Local Outliers. in Proceedings of the PKDD '99, Prague, Czech Republic, Lecture Notes in Computer Science (LNAI 1704). 1999. Springer Verlag.
4. Bulut, A. and Singh, A.K. Swat: Hierarchical stream summarization in large networks. in Proceedings of the ICDE. 2003.
5. Efford, N., Digital Image Processing. 2000, MA: Addison-Wesley, Reading,. 164-173.
6. Gose, E., Johnsonbaug, R., and Jost, S., Pattern Recognition and Image Analysis. 1996, Englewood Cliffs, NJ: Prentice-Hall. 298.
7. Hawkins, D., Identification of outliers. 1980, Massachusetts: Chapman and Hall, Reading.
8. Johnson, T., Kwok, I., and Ng., R. Fast Computation of 2-Dimensional Depth Contours, in Proceedings of the the Fourth International Conference on Knowledge Discovery and Data Mining. 1998: AAAI Press.
9. Koperski, K., Adhikary, J., and Han, J. Spatial data mining: Progress and challenges, in Proceedings of the In Workshop on Research Issues on Data Mining and Knowledge Discovery(DMKD'96). 1996. Montreal, Canada.
10. Li, T., Li, Q., Zhu, S., and Ogihara, M., A survey on wavelet applications in data mining. SIGKDD Explorations, 2002. 4(2): p. 49-67.
11. Liang, L.R. and Looney, C.G. Competitive Fuzzy Edge Detection. in Proceedings of the International Journal of Applied Soft Computing. September, 2003.
12. Looney, C.G., Pattern Recognition Using Neural Networks. 1997, New York: Oxford University Press.
13. Looney, C.G., Nonlinear rule-based convolution for refocusing. Real Time Imaging, 2000. 6: p. 29-37.
14. Looney, C.G., A Fuzzy Classifier Network with Ellipsoidal Epanechnikovs, Technical Report. 2001, Computer Science Department, University of Nevada, Reno, NV.
15. Looney, C.G., Radial basis functional link nets and fuzzy reasoning. Neurocomputing, 2002. 48(1-4): p. 489-509.
16. Russo, F. A user-friendly research tool for image processing with fuzzy rules. in Proceedings of the Proceedings of the First IEEE International Conference on Fuzzy Systems. 1992. San Diego.
17. Russo, F. A new class of fuzzy operators for image processing, in Proceedings of the IEEE International Conference on Neural Networks. 1993.
18. Russo, F. and Ramponi, G., Fuzzy operator for sharpening of noisy images. IEEE Electron. Lett., 1992(28): p. 1715-1717.
19. Sheikholeslami, G., Chatterjee, S., and Zhang., A. Wavecluster: A multi-resolution clustering approach for very large spatial databases, in Proceedings of the 24th VLDB Conference. 1998.
20. Shekhar, S. and Huang, Y. Co-location Rules Mining: A Summary of Results. in Proceedings of the Spatio-temporal Symposium on Databases. 2001.
21. Torrence, C. and Compo, G., A practical guide to wavelet analysis. Bulletin of the American Meteorological Society. 79(1): p. 61-78.
22. Zhao, J., Lu, C.T., and Kou, Y. Detecting Region Outliers in Meteorological Data, in Proceedings of the Proceedings of the 11 th International Symposium on Advances in Geographic Information Systems. 2003. New Orleans, Louisiana.