Mobility pattern analysis: the MigrO framework

Overview. MigrO is a clustering environment for the extraction of individual mobility patterns from GPS trajectories, relying on the notion of stay region. A stay region is an 'attractive' area where the moving object resides for a period, possibly experiencing arbitrarily long periods of absence, before moving to a more attractive stay region. The core component is the SeqScan algorithm for the extraction of temporally ordered sequences of stay regions grounded on the notion of presence. MigrO is developed as plug-in for the open-source QuantumGIS system thus can exploit the rich set of functionalities of the hosting system, offering a formidable platform for the analysis of the mobility behavior.

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Publications

  • H. Issa. Spatio-textual trajectories: models and applications. PhD Thesis, Feb. 2107
  • M.L. Damiani, H. Issa, G. Fotino, M. Heurich, F. Cagnacci (2016). Introducing 'presence' and 'stationarity index' to study partial migration patterns: an application of a spatio-temporal clustering technique. IJGIS, International Journal of Geographical Information Science, Vol. 30, N. 5, pp.907–928
  • M.L. Damiani, H. Issa, G. Fotino, F. Hachem, N. Ranc, F. Cagnacci (2015). MigrO: a plug–in for the analysis of individual mobility behavior based on the stay region model. ACM SIGSPATIAL'15. Best demo award
  • M.L. Damiani, H. Issa, F. Cagnacci (2014). Extracting stay regions with uncertain boundaries from GPS Trajectories: a case study in animal ecology. ACM SIGSPATIAL ’14.

Download. The MigrO plug-in can be requested by sending an e-mail to maria.damiani@unimi.it

start/clustering.txt · Last modified: 2017/02/11 14:21 by Maria Luisa Damiani
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