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14.5 Bibliographic Notes
A review of the scientific progress in (automated) real-world surveillance by
camera systems and which challenges remain to be addressed is given by Dee
and Velastin ( 2007 ), and Moore et al. ( 2011 ) give a more specific example of
the use of video technology for the analysis of crowd flows at mass events. The
“data avalanche” paradigm was used by Miller ( 2010 ). The mobile positioning
methodology, its accuracy, and the complex cooperation with mobile operators
is discussed in Ahas et al. ( 2008 ). Van der Spek et al. ( 2009 ) discusses the use and
added value of GPS tracking in different projects. More details of the Bluetooth
protocol are given in Peterson et al. ( 2006 ). Although Bluetooth tracking is still
somewhat of a peculiarity in the tracking field, there have been some reported
uses in different contexts. One strain of literature focuses onmass events and how
to analyze visitor flows. Versichele et al. ( 2012 ) used the methodology during
the Ghent Festivities (Ghent, Belgium) as a counting methodology but also
performed analyses on the flows, duration of stay, public transport usage, and
so on. A smaller-scale feasibility test was performed during the Donauinselfest
(Vienna, Austria) by Leitinger et al. ( 2010 ). Stange et al. ( 2011 ) measured the
mobility of spectators of a Formula 1 race, and also focused on the spatio-
temporal analysis of crowdedness and flows. Other applications that we can
mention are the collection of vehicle travel time data on a highway segment by
Haghani et al. ( 2010 ) and the deployment of mobile Bluetooth sensors in order to
study complex social systems by Eagle and Pentland ( 2005 ). The visualization of
visitor flows in Figure 14.5 is originally inspired by the work of Tobler ( 1987 ).
The third wave of marketing intelligence is discussed by Burke ( 2005 ). The
concept of assocation rule discovery was introduced by Agrawal and Srikant
( 2002 ), and Bruzzese and Davino ( 2003 ) discuss different ways of visualizing
association rules as a means to extract the more interesting rules.
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