LINGUISTIC DESCRIPTION OF PATTERNS FROM MINED IMAGES
Hema Nair, Ian Chai
2004
Abstract
The objective of this paper is to propose an approach to describe patterns in remote-sensed images utilising fuzzy logic. The general form of a linguistically quantified proposition is “QY’s are F” where Q is a fuzzy linguistic quantifier, Y is a class of objects and F is a summary that applies to that class. The truth of such a proposition can be determined for each object characterised by a tuple in the database. Fuzzy descriptions of linguistic summaries help to evaluate the degree to which a summary describes an object or pattern in the image. A genetic algorithm technique is used to obtain optimal solutions that describe all the objects or patterns in the database. Image mining is used to extract unusual patterns from multi-dated satellite images of a geographic area.
References
- Buckles, B.P, Petry, F.E, Prabhu, D, Lybanon,M., 1996. Mesoscale Feature Labeling from Satellite Images. In Genetic Algorithms for Pattern Recognition, eds. Sankar K.Pal, Paul P. Wang, CRC Press, pp. 167-175.
- Filho, J.L.R, Treleaven, P.C, Alippi, C., 1994. Genetic Algorithm programming environments. In IEEE Computer, pp.28-43.
- Goodman, E,D., 1996. An Introduction to Galopps-the Genetic ALgorithm Optimized for Portability and Parallelism System(Release 3.2). Technical Report No. 96-07-01, Genetic Algorithms Research and Applications Group, Michigan State University.
- Kacprzyk, J , Ziolkowski, A., 1986. Database queries with fuzzy linguistic quantifers. In IEEE Transactions on Systems, Man and Cybernetics, pp. 474-479.
- Mendel, J.M., 2001. Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions, Prentice Hall.
- Motro, A., 1994 . Intensional Answers to Database Queries. In IEEE Transactions on knowledge and data engineering, pp. 444-454.
- Nair, H, George, R, Srikanth, R, Warsi, N.A., 1994. Intensional Answering in Databases-A Fuzzy Logic Approach. In Proceedings of Joint Conference on Information Systems.
- Nair, H., 2003. Developing linguistic summaries of patterns from mined images. In Proceedings of Fifth International Conference on Advances in Pattern Recognition, pp. 261-267.
- Research Systems Inc.,1997. ENVI Version 3.0 User's Guide. Better Solutions Consulting.
- Smith, R.E, Goldberg, D.E, Earickson, J.A., 1994. SGA-C:A C-language implementation of a Simple Genetic Algorithm. TCGA Report No.91002.
- The Mathworks Inc.,1997. MATLAB Image Processing Toolbox User's Guide.
- Thuraisingham, B., 2001. Managing and Mining Multimedia Databases, CRC Press.
- Yager, R.R., 1991. On Linguistic Summaries of Data. In Knowledge Discovery In Databases, eds. Gregory Piatetsky-Shapiro and William J. Frawley , AAAI Press, pp.347-363.
- Zaine, O.R, Han, J, Li, Z.N, Hon, J., 1998. Mining multimedia data. In CASCON'98, Meeting of Minds.
Paper Citation
in Harvard Style
Nair H. and Chai I. (2004). LINGUISTIC DESCRIPTION OF PATTERNS FROM MINED IMAGES . In Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 972-8865-00-7, pages 77-83. DOI: 10.5220/0002595900770083
in Bibtex Style
@conference{iceis04,
author={Hema Nair and Ian Chai},
title={LINGUISTIC DESCRIPTION OF PATTERNS FROM MINED IMAGES},
booktitle={Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2004},
pages={77-83},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002595900770083},
isbn={972-8865-00-7},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - LINGUISTIC DESCRIPTION OF PATTERNS FROM MINED IMAGES
SN - 972-8865-00-7
AU - Nair H.
AU - Chai I.
PY - 2004
SP - 77
EP - 83
DO - 10.5220/0002595900770083