20
VISUALIZATION IN MOBILITY DATA MINING S. Rinzivillo, KDDLab, ISTI, CNR, Pisa Giornata Italiana della Statistica Roma, 21 Ottobre 2013

S. Rinzivillo - Visualization in Mobility Data Mining

Embed Size (px)

DESCRIPTION

 

Citation preview

Page 1: S. Rinzivillo - Visualization in Mobility Data Mining

VISUALIZATION IN MOBILITY DATA MINING

S. Rinzivillo, KDDLab, ISTI, CNR, Pisa

Giornata Italiana della StatisticaRoma, 21 Ottobre 2013

Page 2: S. Rinzivillo - Visualization in Mobility Data Mining

Who we are

Knowledge Discovery and Data Mining Join Laboratory:

ISTI-CNR Dipartimento di

Informatica http://kdd.isti.cnr.it [email protected]

Page 3: S. Rinzivillo - Visualization in Mobility Data Mining

Knowledge Discovery & Data Mining Laboratory | kdd.isti.cnr.it

Page 4: S. Rinzivillo - Visualization in Mobility Data Mining

Mobility Data Mining

Several EU Projects 2004 GeoPKDD 2007 MODAP 2010 LIFT 2011 DATASIM

Page 5: S. Rinzivillo - Visualization in Mobility Data Mining

Focus on GPS

Page 6: S. Rinzivillo - Visualization in Mobility Data Mining
Page 7: S. Rinzivillo - Visualization in Mobility Data Mining

Access Patterns to a city

Page 8: S. Rinzivillo - Visualization in Mobility Data Mining

Individual Mobility

1 day

08:30h

23:40h

Image: courtesy of G. and N. Andrienko

Page 9: S. Rinzivillo - Visualization in Mobility Data Mining

Individual Mobility

7-day week

Monday, 8:40h

Sunday, 20:30h

Image: courtesy of G. and N. Andrienko

Page 10: S. Rinzivillo - Visualization in Mobility Data Mining

Individual and Collective Mobility

Page 11: S. Rinzivillo - Visualization in Mobility Data Mining

Human Mobility Borders

Page 12: S. Rinzivillo - Visualization in Mobility Data Mining

New Provinces emerging from data

Page 13: S. Rinzivillo - Visualization in Mobility Data Mining

Atlas of Urban Mobility

Page 14: S. Rinzivillo - Visualization in Mobility Data Mining

Atlas of Urban Mobility

Page 15: S. Rinzivillo - Visualization in Mobility Data Mining

Pisa – Inbound traffic

Page 16: S. Rinzivillo - Visualization in Mobility Data Mining

Pisa – Outbound traffic

Page 17: S. Rinzivillo - Visualization in Mobility Data Mining

Towards a Permanent Mobility Observatory

Page 18: S. Rinzivillo - Visualization in Mobility Data Mining

Reading more…

Page 19: S. Rinzivillo - Visualization in Mobility Data Mining

Reading more…

Page 20: S. Rinzivillo - Visualization in Mobility Data Mining

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.