In accordance with a 'people centred' vision, this paper critically examines current approaches to smart cities benchmarking. In particular, by means of correlation analysis and Principal Component Analysis (PCA) we put in evidence present limitations of city rankings and, as well, the emergence of different perspectives for data interpretations. To follow, a possible redesign of the 'Smart Cities Analytics' grounded on the traces left by individuals, is suggested. In particular, as an example, we focus on the potentiality offered by automatic text analysis to extract people perceptions and expectations that, in turns, demonstrate the need to integrate bottom-up and top-down approaches to city benchmarking. Finally a novel definition of smart city based on the territorial state of flow is proposed and, as a consequence, a novel path toward smart city benchmarking suggested

Giovannella, C., Dascalu, M., Scaccia, F. (2014). Smart city analytics: state of the art and future perspectives. INTERACTION DESIGN & ARCHITECTURE(S)(20), 72-87.

Smart city analytics: state of the art and future perspectives

GIOVANNELLA, CARLO;
2014-01-01

Abstract

In accordance with a 'people centred' vision, this paper critically examines current approaches to smart cities benchmarking. In particular, by means of correlation analysis and Principal Component Analysis (PCA) we put in evidence present limitations of city rankings and, as well, the emergence of different perspectives for data interpretations. To follow, a possible redesign of the 'Smart Cities Analytics' grounded on the traces left by individuals, is suggested. In particular, as an example, we focus on the potentiality offered by automatic text analysis to extract people perceptions and expectations that, in turns, demonstrate the need to integrate bottom-up and top-down approaches to city benchmarking. Finally a novel definition of smart city based on the territorial state of flow is proposed and, as a consequence, a novel path toward smart city benchmarking suggested
2014
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore M-PED/03 - DIDATTICA E PEDAGOGIA SPECIALE
English
smart city benchmarking; city smartness; smart city analytics; PCA; natural language processing; text analysis; concept maps; flow
http://www.mifav.uniroma2.it/inevent/events/idea2010/doc/20_6.pdf
Giovannella, C., Dascalu, M., Scaccia, F. (2014). Smart city analytics: state of the art and future perspectives. INTERACTION DESIGN & ARCHITECTURE(S)(20), 72-87.
Giovannella, C; Dascalu, M; Scaccia, F
Articolo su rivista
File in questo prodotto:
File Dimensione Formato  
20_6.pdf

accesso aperto

Licenza: Copyright dell'editore
Dimensione 3.61 MB
Formato Adobe PDF
3.61 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/120410
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact