Comparison and improvement of Dempster-Shafer models

B. Abdellatif; A. O. Boudraa; C. Osswald; J. M. Boucher

doi:10.1109/WISP.2011.6051696

Comparison and improvement of Dempster-Shafer models

B. Abdellatif
, A. O. Boudraa
, C. Osswald
, J. M. Boucher

ENSTA

National Authority for Remote Sensing and Space Sciences
Institut Mines-Telecom
ENST Bretagne
Naval Academy Research Institute - IRENAV CC600

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

In this paper, a performance comparison of different classification algorithms based on the evidence theory of Dempster-Shafer will be presented. The comparison is illustrated on Landsat Multispectral Scanner (Landsat MSS) data whose ground truth is provided. A modification of the Denoeux's model [1] is proposed showing better and more stable classification results of the Landsat MSS data.

Original language	English
Title of host publication	WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings
Pages	20-24
Number of pages	5
DOIs	https://doi.org/10.1109/WISP.2011.6051696
Publication status	Published - 16 Nov 2011
Event	7th IEEE International Symposium on Intelligent Signal Processing, WISP 2011 - Floriana, Malta Duration: 19 Sept 2011 → 21 Sept 2011

Publication series

Name	WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings

Conference

Conference	7th IEEE International Symposium on Intelligent Signal Processing, WISP 2011
Country/Territory	Malta
City	Floriana
Period	19/09/11 → 21/09/11

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10.1109/WISP.2011.6051696

Cite this

Abdellatif, B., Boudraa, A. O., Osswald, C., & Boucher, J. M. (2011). Comparison and improvement of Dempster-Shafer models. In WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings (pp. 20-24). Article 6051696 (WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings). https://doi.org/10.1109/WISP.2011.6051696

@inproceedings{473f8fecf3b6484fbf379eb998d72477,

title = "Comparison and improvement of Dempster-Shafer models",

abstract = "In this paper, a performance comparison of different classification algorithms based on the evidence theory of Dempster-Shafer will be presented. The comparison is illustrated on Landsat Multispectral Scanner (Landsat MSS) data whose ground truth is provided. A modification of the Denoeux's model [1] is proposed showing better and more stable classification results of the Landsat MSS data.",

author = "B. Abdellatif and Boudraa, \{A. O.\} and C. Osswald and Boucher, \{J. M.\}",

year = "2011",

month = nov,

day = "16",

doi = "10.1109/WISP.2011.6051696",

language = "English",

isbn = "9781457714016",

series = "WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings",

pages = "20--24",

booktitle = "WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings",

note = "7th IEEE International Symposium on Intelligent Signal Processing, WISP 2011 ; Conference date: 19-09-2011 Through 21-09-2011",

}

Abdellatif, B, Boudraa, AO, Osswald, C & Boucher, JM 2011, Comparison and improvement of Dempster-Shafer models. in WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings., 6051696, WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings, pp. 20-24, 7th IEEE International Symposium on Intelligent Signal Processing, WISP 2011, Floriana, Malta, 19/09/11. https://doi.org/10.1109/WISP.2011.6051696

Comparison and improvement of Dempster-Shafer models. / Abdellatif, B.; Boudraa, A. O.; Osswald, C. et al.
WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings. 2011. p. 20-24 6051696 (WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Comparison and improvement of Dempster-Shafer models

AU - Abdellatif, B.

AU - Boudraa, A. O.

AU - Osswald, C.

AU - Boucher, J. M.

PY - 2011/11/16

Y1 - 2011/11/16

N2 - In this paper, a performance comparison of different classification algorithms based on the evidence theory of Dempster-Shafer will be presented. The comparison is illustrated on Landsat Multispectral Scanner (Landsat MSS) data whose ground truth is provided. A modification of the Denoeux's model [1] is proposed showing better and more stable classification results of the Landsat MSS data.

AB - In this paper, a performance comparison of different classification algorithms based on the evidence theory of Dempster-Shafer will be presented. The comparison is illustrated on Landsat Multispectral Scanner (Landsat MSS) data whose ground truth is provided. A modification of the Denoeux's model [1] is proposed showing better and more stable classification results of the Landsat MSS data.

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DO - 10.1109/WISP.2011.6051696

M3 - Conference contribution

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SN - 9781457714016

T3 - WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings

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BT - WISP 2011 - IEEE International Symposium on Intelligent Signal Processing, Proceedings

T2 - 7th IEEE International Symposium on Intelligent Signal Processing, WISP 2011

Y2 - 19 September 2011 through 21 September 2011

ER -

Comparison and improvement of Dempster-Shafer models

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