| Title:
|
A simple upper bound to the Bayes error probability for feature selection (English) |
| Author:
|
Bruzzone, Lorenzo |
| Author:
|
Serpico, Sebastiano B. |
| Language:
|
English |
| Journal:
|
Kybernetika |
| ISSN:
|
0023-5954 |
| Volume:
|
34 |
| Issue:
|
4 |
| Year:
|
1998 |
| Pages:
|
[387]-392 |
| Summary lang:
|
English |
| . |
| Category:
|
math |
| . |
| Summary:
|
In this paper, feature selection in multiclass cases for classification of remote-sensing images is addressed. A criterion based on a simple upper bound to the error probability of the Bayes classifier for the minimum error is proposed. This criterion has the advantage of selecting features having a link with the error probability with a low computational load. Experiments have been carried out in order to compare the performances provided by the proposed criterion with the ones of some of the widely used feature-selection criteria presented in the remote-sensing literature. These experiments confirm the effectiveness of the proposed criterion, which performs slightly better than all the others considered in the paper. (English) |
| Keyword:
|
Bayes error probability |
| Keyword:
|
feature selection |
| MSC:
|
62H30 |
| MSC:
|
68G10 |
| MSC:
|
68T10 |
| idZBL:
|
Zbl 1274.68377 |
| . |
| Date available:
|
2009-09-24T19:17:37Z |
| Last updated:
|
2015-03-28 |
| Stable URL:
|
http://hdl.handle.net/10338.dmlcz/135220 |
| . |
| Reference:
|
[1] Bruzzone L., Roli F., Serpico S. B.: An extension of the Jeffreys–Matusita distance to multiclass cases for feature selection.IEEE Trans. Geoscience Remote Sensing 33 (1995), 6, 1318–1321 10.1109/36.477187 |
| Reference:
|
[2] Bruzzone L., Serpico S. B.: Feature selection in multiclass cases: a proposal and an experimental investigation.In: Proceedings of the 1st Workshop on Statistical Techniques in Pattern Recognition, Prague 1997, pp. 19–24 |
| Reference:
|
[3] Fukunaga K.: Introduction to Statistical Pattern Recognition.Second edition. Academic, New York 1990 Zbl 0711.62052, MR 1075415 |
| Reference:
|
[4] Liu S. S., Jernigan M. E.: Texture analysis and discrimination in additive noise.Computer Vision Image Processing 49 (1990), 52–67 10.1016/0734-189X(90)90162-O |
| Reference:
|
[5] Swain P. H., Davis S. M.: Remote Sensing: The Quantitative Approach.McGraw–Hill, New York 1994 |
| Reference:
|
[6] Tou J. T., Gonzalez R. C.: Pattern Recognition Principles.Addison–Wesley, London 1974 Zbl 0299.68058, MR 0449069 |
| . |
