TY - GEN
T1 - Vers une approche efficace d'extraction de motifs spatio-séquentiels
AU - Alatrista Salas, Hugo
AU - Bringay, Sandra
AU - Flouvat, Frédéric
AU - Selmaoui-Folcher, Nazha
AU - Teisseire, Maguelonne
PY - 2012
Y1 - 2012
N2 - In these last years, large quantity of spatio-temporal data stored leads to new needs such that management of natural risks, health or anthropogenic (e.g. understanding the dynamic of dengue epidemic). In this paper, we define a new theoretical framework for extracting spatio-sequential patterns. A spatio-sequential pattern is a sequence representing evolution of locations and their neighborhoods over time. We propose an efficient algorithm based on depth-first-search with successive projections over the database. We introduce a new interestingness measure taking into account both spatial and temporal aspects. Experiments are conducted on real datasets highlight the relevance of our method.
AB - In these last years, large quantity of spatio-temporal data stored leads to new needs such that management of natural risks, health or anthropogenic (e.g. understanding the dynamic of dengue epidemic). In this paper, we define a new theoretical framework for extracting spatio-sequential patterns. A spatio-sequential pattern is a sequence representing evolution of locations and their neighborhoods over time. We propose an efficient algorithm based on depth-first-search with successive projections over the database. We introduce a new interestingness measure taking into account both spatial and temporal aspects. Experiments are conducted on real datasets highlight the relevance of our method.
UR - http://www.scopus.com/inward/record.url?scp=84877249195&partnerID=8YFLogxK
M3 - Contribución a la conferencia
AN - SCOPUS:84877249195
SN - 9782705683108
T3 - Revue des Nouvelles Technologies de l'Information
SP - 161
EP - 172
BT - Extraction et Gestion des Connaissances, EGC 2012
T2 - 12th Journees Internationales Francophones Extraction et Gestion des Connaissances, EGC 2012 - 12th French-speaking International Conference on Knowledge Discovery and Management, EGC 2012
Y2 - 31 January 2012 through 3 February 2012
ER -