exposing non-geographical aspects of mobility using location-based social networks

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Exposing non-geographical aspects of mobility using location-based social networks Alejandro Llorente Pinto, Instituto de Ingeniería del Conocimiento Manuel Cebrián, NICTA Manuel García-Herranz, Universidad Autónoma de Madrid Esteban Moro, Universidad Carlos III de Madrid Urban Beers, Barcelona, 2013

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Page 1: Exposing non-geographical aspects of mobility using location-based social networks

Exposing non-geographical aspects of mobility using location-based social networks

Alejandro Llorente Pinto, Instituto de Ingeniería del Conocimiento Manuel Cebrián, NICTA Manuel García-Herranz, Universidad Autónoma de Madrid Esteban Moro, Universidad Carlos III de Madrid

Urban Beers, Barcelona, 2013

Page 2: Exposing non-geographical aspects of mobility using location-based social networks

Geolocated Twitter data

•  5 months of data

•  Continental part of Spain

•  146 million of tweets

Page 3: Exposing non-geographical aspects of mobility using location-based social networks

City Flows Graph

Page 4: Exposing non-geographical aspects of mobility using location-based social networks

City Flows Graph

Page 5: Exposing non-geographical aspects of mobility using location-based social networks

The Gravity Model

High correlation between observed flows and the model and low MAE

Page 6: Exposing non-geographical aspects of mobility using location-based social networks

The Gravity Model

Are model failures just statistical fluctuations or...?

Page 7: Exposing non-geographical aspects of mobility using location-based social networks

The Gravity Model Everything seems nice but...

Are model failures just statistical fluctuations or...?

Page 8: Exposing non-geographical aspects of mobility using location-based social networks

Thank you very much!

Urban Beers, Barcelona, 2013

Alejandro Llorente Pinto, Instituto de Ingeniería del Conocimiento Manuel Cebrián, NICTA Manuel García-Herranz, Universidad Autónoma de Madrid Esteban Moro, Universidad Carlos III de Madrid