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Analysis of Satellite Image Time Series Based on Information Bottleneck
Gueguen, Lionel and Le Men, Camille and Datcu, Mihai (2006) Analysis of Satellite Image Time Series Based on Information Bottleneck. In: AIP Conference Proceedings, 872, pp. 367-374. Bayesian Inference and Maximum Entropy Methods in Science and Engineering, 2006-07-08 - 2006-07-13, Paris. ISBN 978-0-7354-0371-6. ISSN 0094-243X
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Official URL: http://link.aip.org/link/?APCPCS/872/367/1
Abstract
Derived from Information Theory, the Information Bottleneck principle enables us to quantify and qualify the information contained in a signal. This paper presents an algorithm based on the Information Bottleneck principle to analyze Satellite Image Time Series (SITS). The method is composed of a parameter estimation and a model selection.
| Document Type: | Conference or Workshop Item (Speech, Paper) | ||||||||
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| Additional Information: | doi: 10.1063/1.2423296 | ||||||||
| Title: | Analysis of Satellite Image Time Series Based on Information Bottleneck | ||||||||
| Authors: |
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| Date: | 29 November 2006 | ||||||||
| Journal or Publication Title: | AIP Conference Proceedings | ||||||||
| Refereed publication: | Yes | ||||||||
| In ISI Web of Science: | No | ||||||||
| Volume: | 872 | ||||||||
| Page Range: | pp. 367-374 | ||||||||
| Editors: |
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| Series Name: | AIP Conf. Proc. | ||||||||
| ISSN: | 0094-243X | ||||||||
| ISBN: | 978-0-7354-0371-6 | ||||||||
| Status: | Published | ||||||||
| Keywords: | time series, information theory, image segmentation, parameter estimation | ||||||||
| Event Title: | Bayesian Inference and Maximum Entropy Methods in Science and Engineering | ||||||||
| Event Location: | Paris | ||||||||
| Event Type: | international Conference | ||||||||
| Event Dates: | 2006-07-08 - 2006-07-13 | ||||||||
| Organizer: | CNRS | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Space | ||||||||
| HGF - Program Themes: | W EO - Erdbeobachtung | ||||||||
| DLR - Research area: | Space | ||||||||
| DLR - Program: | W EO - Erdbeobachtung | ||||||||
| DLR - Research theme (Project): | W - Vorhaben Bildwissenschaften (old) | ||||||||
| Location: | Oberpfaffenhofen | ||||||||
| Institutes and Institutions: | Remote Sensing Technology Institute > Image Science | ||||||||
| Deposited By: | Gottfried Schwarz | ||||||||
| Deposited On: | 17 Jun 2008 | ||||||||
| Last Modified: | 27 Apr 2009 15:00 |
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