VISUALIZATION IN MOBILITY DATA MINING
S. Rinzivillo, KDDLab, ISTI, CNR, Pisa
Giornata Italiana della StatisticaRoma, 21 Ottobre 2013
Who we are
Knowledge Discovery and Data Mining Join Laboratory:
ISTI-CNR Dipartimento di
Informatica http://kdd.isti.cnr.it [email protected]
Knowledge Discovery & Data Mining Laboratory | kdd.isti.cnr.it
Mobility Data Mining
Several EU Projects 2004 GeoPKDD 2007 MODAP 2010 LIFT 2011 DATASIM
Focus on GPS
Access Patterns to a city
Individual Mobility
1 day
08:30h
23:40h
Image: courtesy of G. and N. Andrienko
Individual Mobility
7-day week
Monday, 8:40h
Sunday, 20:30h
Image: courtesy of G. and N. Andrienko
Individual and Collective Mobility
Human Mobility Borders
New Provinces emerging from data
Atlas of Urban Mobility
Atlas of Urban Mobility
Pisa – Inbound traffic
Pisa – Outbound traffic
Towards a Permanent Mobility Observatory
Reading more…
Reading more…
Data scientist, the sexiest job of 21st century
… a new kind of professional has emerged, the data scientist, who combines the skills of software programmer, statistician and storyteller/artist to extract the nuggets of gold hidden under mountains of data.