Analyzing large-scale human mobility data: a survey of machine learning methods and applications
Published 2018 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Analyzing large-scale human mobility data: a survey of machine learning methods and applications
Authors
Keywords
Human mobility patterns, Mobile phones, Machine learning, Data mining
Journal
KNOWLEDGE AND INFORMATION SYSTEMS
Volume -, Issue -, Pages -
Publisher
Springer Nature
Online
2018-03-30
DOI
10.1007/s10115-018-1186-x
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Anonymizing mobility data using semantic cloaking
- (2016) Omer Barak et al. Pervasive and Mobile Computing
- Anticipatory Mobile Computing
- (2015) Veljko Pejovic et al. ACM COMPUTING SURVEYS
- NextCell: Predicting Location Using Social Interplay from Cell Phone Traces
- (2015) Daqiang Zhang et al. IEEE TRANSACTIONS ON COMPUTERS
- From taxi GPS traces to social and community dynamics
- (2014) Pablo Samuel Castro et al. ACM COMPUTING SURVEYS
- Change in BMI Accurately Predicted by Social Exposure to Acquaintances
- (2013) Rahman O. Oloritun et al. PLoS One
- Unique in the Crowd: The privacy bounds of human mobility
- (2013) Yves-Alexandre de Montjoye et al. Scientific Reports
- Mining GPS data for mobility patterns: A survey
- (2013) Miao Lin et al. Pervasive and Mobile Computing
- Discovering places of interest in everyday life from smartphone data
- (2012) Raul Montoliu et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Socio-Geography of Human Mobility: A Study Using Longitudinal Mobile Phone Data
- (2012) Santi Phithakkitnukoon et al. PLoS One
- Predictability of population displacement after the 2010 Haiti earthquake
- (2012) X. Lu et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Quantifying the Impact of Human Mobility on Malaria
- (2012) A. Wesolowski et al. SCIENCE
- A Tale of One City: Using Cellular Network Data for Urban Planning
- (2011) Richard A Becker et al. IEEE PERVASIVE COMPUTING
- An analysis of the factors influencing differences in survey-reported and GPS-recorded trips
- (2011) Stacey G. Bricka et al. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES
- Improved Response to Disasters and Outbreaks by Tracking Population Movements with Mobile Phone Network Data: A Post-Earthquake Geospatial Study in Haiti
- (2011) Linus Bengtsson et al. PLOS MEDICINE
- Real-Time Urban Monitoring Using Cell Phones: A Case Study in Rome
- (2010) Francesco Calabrese et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Mining Discriminative Patterns for Classifying Trajectories on Road Networks
- (2010) Jae-Gil Lee et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Modelling the scaling properties of human mobility
- (2010) Chaoming Song et al. Nature Physics
- Limits of Predictability in Human Mobility
- (2010) C. Song et al. SCIENCE
- Eigenbehaviors: identifying structure in routine
- (2009) Nathan Eagle et al. BEHAVIORAL ECOLOGY AND SOCIOBIOLOGY
- An Ecosystem for Learning and Using Sensor-Driven IM Status Messages
- (2009) Donald J. Patterson et al. IEEE PERVASIVE COMPUTING
- Urban gravity: a model for inter-city telecommunication flows
- (2009) Gautier Krings et al. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT
- Multiscale mobility networks and the spatial spreading of infectious diseases
- (2009) D. Balcan et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Inferring friendship network structure by using mobile phone data
- (2009) N. Eagle et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Understanding the Spreading Patterns of Mobile Phone Viruses
- (2009) P. Wang et al. SCIENCE
- Understanding individual human mobility patterns
- (2008) Marta C. González et al. NATURE
- A survey of computational location privacy
- (2008) John Krumm Personal and Ubiquitous Computing
- The use of advanced tracking technologies for the analysis of mobility in Alzheimer's disease and related cognitive diseases
- (2008) Noam Shoval et al. BMC Geriatrics
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now