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DOI: 10.14569/IJACSA.2017.080319
PDF

A Semantic Interpretation of Unusual Behaviors Extracted from Outliers of Moving Objects Trajectories

Author 1: Sana CHAKRI
Author 2: Said RAGHAY
Author 3: Salah EL HADAJ

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 8 Issue 3, 2017.

  • Abstract and Keywords
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Abstract: The increasing use of location-aware devices has led to generate a huge volume of data from satellite images and mobile sensors; these data can be classified into geographical data. And traces generated by objects moving on geographical territory, these traces are usually modeled as streams of spatiotemporal points called trajectories. Integrating trajectory sample points with geographical and contextual data before applying mining techniques can be more gainful for the application users. It contributes to produce significant knowledge about movements and provide applications with richer and more meaningful patterns. Trajectory Outliers are a sort of patterns that can be extracted from trajectories. However, the majority of algorithms proposed for discovering outliers are based on the geometric side of trajectories; our approach extends these works to produce outliers based on semantic trajectories in order to give meaning to the outliers extracted, and to understand the unusual behaviors that can be detected. To prove the efficiency of the approach proposed we show some experimental results.

Keywords: Moving objects analysis; spatial databases; data mining; Semantic clustering; semantic trajectories

Sana CHAKRI, Said RAGHAY and Salah EL HADAJ, “A Semantic Interpretation of Unusual Behaviors Extracted from Outliers of Moving Objects Trajectories” International Journal of Advanced Computer Science and Applications(IJACSA), 8(3), 2017. http://dx.doi.org/10.14569/IJACSA.2017.080319

@article{CHAKRI2017,
title = {A Semantic Interpretation of Unusual Behaviors Extracted from Outliers of Moving Objects Trajectories},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2017.080319},
url = {http://dx.doi.org/10.14569/IJACSA.2017.080319},
year = {2017},
publisher = {The Science and Information Organization},
volume = {8},
number = {3},
author = {Sana CHAKRI and Said RAGHAY and Salah EL HADAJ}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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