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Conference object . 2015
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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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https://doi.org/10.1109/multi-...
Article . 2015 . Peer-reviewed
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A swap randomization approach for mining motion field time series over the Argentiere glacier

Authors: Pericault, Youen; Pothier, Catherine; Meger, Nicolas; Rigotti, Christophe; Vernier, Flavien; Pham, Ha-Tai; Trouvé, Emmanuel;

A swap randomization approach for mining motion field time series over the Argentiere glacier

Abstract

Grouped Frequent Sequential patterns can be extracted in an unsupervised way from Image Time Series (ITS). Plotting the occurrence maps of these patterns allows to describe the dataset spatially and temporally while discarding random uncertainties. However these maps can be too numerous and a swap randomization ranking approach has been proposed recently to select the most promising patterns. This previous work experimented the technique on Satellite ITS, giving credit to the maps that are least likely to appear on a randomized ITS. In this paper, extraction and ranking of GFS patterns is performed on a motion field time series obtained by terrestrial photogrammetry over the Argentière glacier. The focus is extended to the maps that are most likely to occur on the randomized time series and the experiment is repeated thousand times to assess the stability of the ranking.

Country
France
Keywords

grouped frequent sequential pattern, Argentiere glacier, swap randomization approach, [INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG], terrestrial photogrammetry, motion field time series, remote sensing, glaciology, [INFO.INFO-IT] Computer Science [cs]/Information Theory [cs.IT], image time series, Data mining

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
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