This paper presents a study of the predictability of bus usage based on massive bus ride data collected from Lisbon, Portugal. An understanding of public bus usage behavior is important for future development of personalized transport information systems that are equipp... View more
 “Action plan on urban mobility, communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee, and the Committee of the Region,” Eur. Commiss., Brussels, Belgium, Sep. 2009.
 B. Gardner and C. Abraham, “What drives car use? A grounded theory analysis of commuters' reasons for driving,” Transp. Res. F, Traffic Psychol. Behav., vol. 10, no. 3, pp. 187-200, May 2007.
 T. Camacho, M. Foth, and A. Rakotonirainy, “Pervasive technology and public transport: Opportunities beyond telematics,” IEEE Pervasive Comput., vol. 12, no. 1, pp. 18-25, Jan./Mar. 2013.
 J. Zimmerman et al., “Field trial of tiramisu: Crowd-sourcing bus arrival times to spur co-design,” in Proc. CHI, 2011, pp. 1677-1686.
 L. Weigang, W. Koendjbiharie, R. de M Juca, Y. Yamashita, and A. Maciver, “Algorithms for estimating bus arrival times using GPS data,” in Proc. IEEE 5th Int. Conf. Intell. Transp. Syst., 2002, pp. 868-873.
 B. Ferris, K. Watkins, and A. Borning, “OneBusAway: Results from providing real-time arrival information for public transit,” in Proc. 28th CHI, 2010, pp. 1807-1816.
 N. Wilson, “The role of information technology in improving transit systems,” in Proc. Transportation@MIT Seminar, 2009, pp. 1-35.
 B. Ferris, K. Watkins, and A. Borning, “OneBusAway: A transit traveler information system,” in Mobile Computing, Applications, and Services. Berlin, Germany: Springer-Verlag, 2010, pp. 92-106.
 N. Lathia, C. Smith, J. Froehlich, and L. Capra, “Individuals among commuters: Building personalised transport information services from fare collection systems,” Pervasive Mobile Comput., vol. 9, no. 5, pp. 643-664, 2013.
 H. Nishiuchi, J. King, and T. Todoroki, “Spatial-temporal daily frequent trip pattern of public transport passengers using smart card data,” Int. J. Intell. Transp. Syst. Res., vol. 11, no. 1, pp. 1-10, Jan. 2013.