Literature DB >> 35707234

A statistical framework for measuring the temporal stability of human mobility patterns.

Zhihang Dong1,2, Yen-Chi Chen1, Adrian Dobra1.   

Abstract

Despite the growing popularity of human mobility studies that collect GPS location data, the problem of determining the minimum required length of GPS monitoring has not been addressed in the current statistical literature. In this paper, we tackle this problem by laying out a theoretical framework for assessing the temporal stability of human mobility based on GPS location data. We define several measures of the temporal dynamics of human spatiotemporal trajectories based on the average velocity process, and on activity distributions in a spatial observation window. We demonstrate the use of our methods with data that comprise the GPS locations of 185 individuals over the course of 18 months. Our empirical results suggest that GPS monitoring should be performed over periods of time that are significantly longer than what has been previously suggested. Furthermore, we argue that GPS study designs should take into account demographic groups.
© 2020 Informa UK Limited, trading as Taylor & Francis Group.

Entities:  

Keywords:  62G07; 62H11; 62M10; 91D25; Density estimation; global positioning systems (GPS); human mobility; spatiotemporal trajectories; temporal dynamics

Year:  2020        PMID: 35707234      PMCID: PMC9042129          DOI: 10.1080/02664763.2019.1711363

Source DB:  PubMed          Journal:  J Appl Stat        ISSN: 0266-4763            Impact factor:   1.416


  16 in total

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Journal:  Health Place       Date:  2017-01-04       Impact factor: 4.078

2.  Comparison of global positioning system (GPS) tracking and parent-report diaries to characterize children's time-location patterns.

Authors:  Kai Elgethun; Michael G Yost; Cole T E Fitzpatrick; Timothy L Nyerges; Richard A Fenske
Journal:  J Expo Sci Environ Epidemiol       Date:  2006-06-14       Impact factor: 5.563

3.  How many days of global positioning system (GPS) monitoring do you need to measure activity space environments in health research?

Authors:  Shannon N Zenk; Stephen A Matthews; Amber N Kraft; Kelly K Jones
Journal:  Health Place       Date:  2018-05       Impact factor: 4.078

4.  Medicine. Spatial turn in health research.

Authors:  Douglas B Richardson; Nora D Volkow; Mei-Po Kwan; Robert M Kaplan; Michael F Goodchild; Robert T Croyle
Journal:  Science       Date:  2013-03-22       Impact factor: 47.728

5.  Geospatial and Contextual Approaches to Energy Balance and Health.

Authors:  David Berrigan; J Aaron Hipp; Philip M Hurvitz; Peter James; Marta M Jankowska; Jacqueline Kerr; Francine Laden; Tammy Leonard; Robin A McKinnon; Tiffany M Powell-Wiley; Elizabeth Tarlov; Shannon N Zenk
Journal:  Ann GIS       Date:  2015-03-13

6.  Conceptualization and measurement of environmental exposure in epidemiology: accounting for activity space related to daily mobility.

Authors:  Camille Perchoux; Basile Chaix; Steven Cummins; Yan Kestens
Journal:  Health Place       Date:  2013-02-04       Impact factor: 4.078

7.  Spatiotemporal detection of unusual human population behavior using mobile phone data.

Authors:  Adrian Dobra; Nathalie E Williams; Nathan Eagle
Journal:  PLoS One       Date:  2015-03-25       Impact factor: 3.240

8.  The Social Context of HIV Prevention and Care among Black Men Who Have Sex with Men in Three U.S. Cities: The Neighborhoods and Networks (N2) Cohort Study.

Authors:  Dustin T Duncan; DeMarc A Hickson; William C Goedel; Denton Callander; Brandon Brooks; Yen-Tyng Chen; Hillary Hanson; Rebecca Eavou; Aditya S Khanna; Basile Chaix; Seann D Regan; Darrell P Wheeler; Kenneth H Mayer; Steven A Safren; Sandra Carr Melvin; Cordarian Draper; Veronica Magee-Jackson; Russell Brewer; John A Schneider
Journal:  Int J Environ Res Public Health       Date:  2019-05-30       Impact factor: 3.390

9.  Using GPS technology to quantify human mobility, dynamic contacts and infectious disease dynamics in a resource-poor urban environment.

Authors:  Gonzalo M Vazquez-Prokopec; Donal Bisanzio; Steven T Stoddard; Valerie Paz-Soldan; Amy C Morrison; John P Elder; Jhon Ramirez-Paredes; Eric S Halsey; Tadeusz J Kochel; Thomas W Scott; Uriel Kitron
Journal:  PLoS One       Date:  2013-04-08       Impact factor: 3.240

10.  Adolescent health-risk behavior and community disorder.

Authors:  Sarah E Wiehe; Mei-Po Kwan; Jeff Wilson; J Dennis Fortenberry
Journal:  PLoS One       Date:  2013-11-20       Impact factor: 3.240

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