Discovering regular groups of mobile objects using incremental clustering

Sigal Elnekave; Mark Last; Oded Maimon; Yehuda Ben-Shimol; Hans Einsiedler; Menahem Friedman; Matthias Siebert

doi:10.1109/WPNC.2008.4510375

Discovering regular groups of mobile objects using incremental clustering

Sigal Elnekave, Mark Last, Oded Maimon, Yehuda Ben-Shimol, Hans Einsiedler, Menahem Friedman, Matthias Siebert

Department of Software and Information Systems Engineering

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

8 Scopus citations

Abstract

As technology advances, detailed data on the position of moving objects, such as humans and vehicles is available. In order to discover groups of mobile objects that usually move in similar ways we propose an incremental clustering algorithm that clusters mobile objects according to similarity of their movement patterns. The proposed clustering algorithm uses a new, "data-amount- based" similarity measure between mobile trajectories. The clustering algorithm is evaluated on two spatio-temporal datasets using clustering validity measures.

Original language	English
Title of host publication	5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08
Pages	197-205
Number of pages	9
DOIs	https://doi.org/10.1109/WPNC.2008.4510375
State	Published - 15 Sep 2008
Event	5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08 - Hannover, Germany Duration: 27 Mar 2008 → 27 Mar 2008

Publication series

Name	5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08

Conference

Conference	5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08
Country/Territory	Germany
City	Hannover
Period	27/03/08 → 27/03/08

Keywords

Clustering
Mobile objects
Spatio-temporal data mining

ASJC Scopus subject areas

Computer Networks and Communications
Electrical and Electronic Engineering
Communication

Access to Document

10.1109/WPNC.2008.4510375

Cite this

Elnekave, S., Last, M., Maimon, O., Ben-Shimol, Y., Einsiedler, H., Friedman, M., & Siebert, M. (2008). Discovering regular groups of mobile objects using incremental clustering. In 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08 (pp. 197-205). Article 4510375 (5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08). https://doi.org/10.1109/WPNC.2008.4510375

@inproceedings{8ba58ba253a94711934750de8c02ce4e,

title = "Discovering regular groups of mobile objects using incremental clustering",

abstract = "As technology advances, detailed data on the position of moving objects, such as humans and vehicles is available. In order to discover groups of mobile objects that usually move in similar ways we propose an incremental clustering algorithm that clusters mobile objects according to similarity of their movement patterns. The proposed clustering algorithm uses a new, {"}data-amount- based{"} similarity measure between mobile trajectories. The clustering algorithm is evaluated on two spatio-temporal datasets using clustering validity measures.",

keywords = "Clustering, Mobile objects, Spatio-temporal data mining",

author = "Sigal Elnekave and Mark Last and Oded Maimon and Yehuda Ben-Shimol and Hans Einsiedler and Menahem Friedman and Matthias Siebert",

year = "2008",

month = sep,

day = "15",

doi = "10.1109/WPNC.2008.4510375",

language = "English",

isbn = "9781424417995",

series = "5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08",

pages = "197--205",

booktitle = "5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08",

note = "5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08 ; Conference date: 27-03-2008 Through 27-03-2008",

}

Elnekave, S, Last, M, Maimon, O, Ben-Shimol, Y, Einsiedler, H, Friedman, M & Siebert, M 2008, Discovering regular groups of mobile objects using incremental clustering. in 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08., 4510375, 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08, pp. 197-205, 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08, Hannover, Germany, 27/03/08. https://doi.org/10.1109/WPNC.2008.4510375

Discovering regular groups of mobile objects using incremental clustering. / Elnekave, Sigal; Last, Mark; Maimon, Oded et al.
5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08. 2008. p. 197-205 4510375 (5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08).

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

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T1 - Discovering regular groups of mobile objects using incremental clustering

AU - Elnekave, Sigal

AU - Last, Mark

AU - Maimon, Oded

AU - Ben-Shimol, Yehuda

AU - Einsiedler, Hans

AU - Friedman, Menahem

AU - Siebert, Matthias

PY - 2008/9/15

Y1 - 2008/9/15

N2 - As technology advances, detailed data on the position of moving objects, such as humans and vehicles is available. In order to discover groups of mobile objects that usually move in similar ways we propose an incremental clustering algorithm that clusters mobile objects according to similarity of their movement patterns. The proposed clustering algorithm uses a new, "data-amount- based" similarity measure between mobile trajectories. The clustering algorithm is evaluated on two spatio-temporal datasets using clustering validity measures.

AB - As technology advances, detailed data on the position of moving objects, such as humans and vehicles is available. In order to discover groups of mobile objects that usually move in similar ways we propose an incremental clustering algorithm that clusters mobile objects according to similarity of their movement patterns. The proposed clustering algorithm uses a new, "data-amount- based" similarity measure between mobile trajectories. The clustering algorithm is evaluated on two spatio-temporal datasets using clustering validity measures.

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KW - Spatio-temporal data mining

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T3 - 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08

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BT - 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08

T2 - 5th Workshop on Positioning, Navigation and Communication 2008, WPNC'08

Y2 - 27 March 2008 through 27 March 2008

ER -

Discovering regular groups of mobile objects using incremental clustering

Abstract

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Keywords

ASJC Scopus subject areas

Access to Document

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