DocumentCode :
139642
Title :
On the key features in human mobility: Relevance, time and distance
Author :
Zignani, Matteo ; Papandrea, Michela ; Gaito, Sabrina ; Giordano, Stefano ; Rossi, Gian Paolo
Author_Institution :
Dipt. di Inf., Univ. degli Studi di Milano, Milan, Italy
fYear :
2014
fDate :
24-28 March 2014
Firstpage :
260
Lastpage :
265
Abstract :
Our era of increased people mobility requires a better understanding of how people move, how many are the places that a person commonly visits, how people move among them. In our previous work we have shown that the number of visited points of interest (PoIs) of each person is regulated by some laws that are statistically similar among individuals, and we gave some classification of them in terms of their relevance. We investigate here the variables that characterize the way humans move among PoIs, and in particular the spatial and temporal distances between PoIs and the PoIs relevance. With this respect, most of the existing work on mobility, especially on its modeling, is based only on spatial distance, while we argue here that for human mobility the temporal distance and the PoIs relevance are essential factors. Also, by comparing the geographical and temporal distances between consecutive PoIs, we observe a smoother and more linear trend in the temporal case. The results suggest that the time, rather than physical distance, could represent a better measure of distance among PoIs, mainly due to the transportation facilities. We present here our analysis of this aspect, considering two different datasets, to show the validity of our results independently of the nature of the dataset under consideration, and to extract considerations on different scenario scales. We argue that these results can be seminal to novel mobility research.
Keywords :
behavioural sciences; PoI relevance; geographical distances; human mobility; people mobility; temporal distances; transportation facilities; visited points of interest; Conferences; Feature extraction; Geology; Global Positioning System; Time measurement; Trajectory; Transportation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pervasive Computing and Communications Workshops (PERCOM Workshops), 2014 IEEE International Conference on
Conference_Location :
Budapest
Type :
conf
DOI :
10.1109/PerComW.2014.6815214
Filename :
6815214
Link To Document :
بازگشت