Understanding individual human mobility patterns
arXiv:0806.1256 · doi:10.1038/nature06958
Abstract
Despite their importance for urban planning, traffic forecasting, and the spread of biological and mobile viruses, our understanding of the basic laws governing human motion remains limited thanks to the lack of tools to monitor the time resolved location of individuals. Here we study the trajectory of 100,000 anonymized mobile phone users whose position is tracked for a six month period. We find that in contrast with the random trajectories predicted by the prevailing Levy flight and random walk models, human trajectories show a high degree of temporal and spatial regularity, each individual being characterized by a time independent characteristic length scale and a significant probability to return to a few highly frequented locations. After correcting for differences in travel distances and the inherent anisotropy of each trajectory, the individual travel patterns collapse into a single spatial probability distribution, indicating that despite the diversity of their travel history, humans follow simple reproducible patterns. This inherent similarity in travel patterns could impact all phenomena driven by human mobility, from epidemic prevention to emergency response, urban planning and agent based modeling.
Supporting Webpage: http://www.nd.edu/~mgonza16/Marta'sHomepage_files/nature2008/research.html
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- A survey of results on mobile phone datasets analysis
- Location Data Reveals Disproportionate Disaster Impact Amongst the Poor: A Case Study of the 2017 Puebla Earthquake Using Mobilkit
- Modeling Taxi Drivers' Behaviour for the Next Destination Prediction
- Learning Behavioral Representations of Human Mobility
- Social-Feature Enabled Communications among Devices towards Smart IoT Community
- The soundscape dynamics of human agglomeration
- Citizen science for social physics: Digital tools and participation
- New generation of mobile phone viruses and corresponding countermeasures
- Explaining the Power-law Distribution of Human Mobility Through Transportation Modality Decomposition
- Impact Of Urban Technology Deployments On Local Commercial Activity
- Mining urban lifestyles: urban computing, human behavior and recommender systems
- Effective Metagraph-based Life Pattern Clustering with Big Human Mobility Data
- AttnMove: History Enhanced Trajectory Recovery via Attentional Network
- Understanding Pedestrian Movement Using Urban Sensing Technologies: The Promise of Audio-based Sensors
- Quantifying Barriers of Urban Mobility
- Understanding the Influence of Data Characteristics on the Performance of Point-of-Interest Recommendation Algorithms
- On the importance of trip destination for modeling individual human mobility patterns
- Prophet: Proactive Candidate-Selection for Federated Learning by Predicting the Qualities of Training and Reporting Phases
- Human migration patterns in large scale spatial with the resume data
- Behavior analysis of virtual item gambling
- Towards Understanding the Impact of Human Mobility on Police Allocation
- Statistical Dynamics of Regional Populations and Economies
- Where Chicagoans tweet the most: Semantic analysis of preferential return locations of Twitter users
- Anomalous Contagion and Renormalization in Dynamical Networks with Nodal Mobility
- Visualizing signatures of human activity in cities across the globe
- Location Prediction: Communities Speak Louder than Friends
- Urban Mobility Scaling: Lessons from `Little Data'
- Driving forces in researchers mobility
- Variational principle for fractional kinetics and the Lévy Ansatz
- Inferring Person-to-person Proximity Using WiFi Signals
- Correlation between social proximity and mobility similarity
- Uncovering Urban Mobility and City Dynamics from Large-Scale Taxi Origin-Destination (O-D) Trips: Case Study in Washington DC Area
- Exploring the interplay between small and large scales movements in a neotropical small mammal
- Animal daily mobility patterns analysis using resting event networks
- The wisdom of the few: Predicting collective success from individual behavior
- Modeling Spatial Trajectories using Coarse-Grained Smartphone Logs
- Urban Explorations: Analysis of Public Park Usage using Mobile GPS Data
- Flow descriptors of human mobility networks
- Quantifying the Economic Impact of Extreme Shocks on Businesses using Human Mobility Data: a Bayesian Causal Inference Approach
- Covid-19 vaccination strategies with limited resources -- a model based on social network graphs
- A Comparison of Spatial-based Targeted Disease Containment Strategies using Mobile Phone Data
- Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information
- PGNet: Personalized and Group Preferences Guided Network for Next Place Prediction
- Non-Gaussian, non-dynamical stochastic resonance
- Impact of mobility structure on the optimization of small-world networks of mobile agents
- Uncovering the Fractal Nature of Water Vapor Distribution above the Surface of the Earth
- Topological Properties and Temporal Dynamics of Place Networks in Urban Environments
- Twitter Activity Timeline as a Signature of Urban Neighborhood
- Fractal behind smart shopping
- Diffusion in Colocation Contact Networks: the Impact of Nodal Spatiotemporal Dynamics
- Precise Location Acquisition of Mobility Data Using Cell-id
- Prediction-based Online Trajectory Compression
- Which friends are more popular than you? Contact strength and the friendship paradox in social networks
- Creating Full Individual-level Location Timelines from Sparse Social Media Data
- Floods impact dynamics quantified from big data sources
- The Quantified City: Sensing Dynamics in Urban Setting
- Network analysis with quantum dynamics clarifies why photosystem II exploits both chlorophyll a and b
- The Hidden cost of the Edge: A Performance Comparison of Edge and Cloud Latencies
- Universality and correlations in individuals wandering through an online extremist space
- Content Distribution Strategies in Opportunistic Networks
- GRM: Group Regularity Mobility Model
- Time-space dynamics of income segregation: a case study of Milan's neighbourhoods
- Dynamical patterns in individual trajectories toward extremism
- Analyzing Mobility-Traffic Correlations in Large WLAN Traces: Flutes vs. Cellos
- Characteristics of human mobility patterns revealed by high-frequency cell-phone position data
- Sampling bias in systems with structural heterogeneity and limited internal diffusion
- Auction-Based Resource Allocation in Digital Ecosystems
- Pedestrian fluxes in confined geometric networks: entropic measures and robustness of accessibility in a university campus
- VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
- Incremental Learning with Accuracy Prediction of Social and Individual Properties from Mobile-Phone Data
- Understanding Individual-Space Relationships to Inform and Enhance Location-Based Applications
- The Physics of Fun: Quantifying Human Engagement into Playful Activities
- Modelling Human Mobility considering Spatial,Temporal and Social Dimensions
- Origin of universality in the onset of superdiffusion in Lévy walks
- Data as Infrastructure for Smart Cities: Linking Data Platforms to Business Strategies
- A survey on modelling of infectious disease spread and control on social contact networks
- GeoDBLP: Geo-Tagging DBLP for Mining the Sociology of Computer Science
- Efficient Learning-based Graph Simulation for Temporal Graphs
- Unified Mobility Estimation Mode
- Individual Mobility Prediction via Attentive Marked Temporal Point Processes
- Towards the characterization of individual users through Web analytics
- Configurations and Diagnosis for Ultra-Dense Heterogeneous Networks: From Empirical Measurements to Technical Solutions
- Blindspot: Indistinguishable Anonymous Communications
- Understanding the spatiotemporal pattern of grazing cattle movement
- Densities of Lévy walks and the corresponding fractional equations
- Persistence in voting behavior: stronghold dynamics in elections
- Levy flight search patterns of marine predators not questioned: a reply to Edwards et al
- Investigating population dynamics of the Kumbh Mela through the lens of cell phone data
- Simplifying Wireless Social Caching
- Understanding the variability of daily travel-time expenditures using GPS trajectory data
- Probabilistic Human Mobility Model in Indoor Environment
- Spatial Outlier Detection from GSM Mobility Data
- Mobile Phone Application Data for Activity Plan Generation
- Topic Model Based Behaviour Modeling and Clustering Analysis for Wireless Network Users
- A Game Theoretic Model for the Formation of Navigable Small-World Networks --- the Tradeoff between Distance and Reciprocity
- Tracing the Attention of Moving Citizens
- On the Role of Triadic Substructures in Complex Networks
- Do the Young Live in a "Smaller World" Than the Old? Age-Specific Degrees of Separation in Human Communication
- Structure of a media co-occurrence network
- Towards Understanding the Impact of Crime in a Choice of a Route by a Bus Passenger
- The way to uncover community structure with core and diversity
- Reaction-diffusion on random spatial networks with scale-free jumping rates via effective medium theory
- Profiling presence patterns and segmenting user locations from cell phone data
- Power of individuals -- Controlling centrality of temporal networks
- Stroboscopic observation of a random walker
- City of the People, for the People: Sensing Urban Dynamics via Social Media Interactions
- Wheel graph strategy for PEV localization of networks
- Spatio-Temporal Mobility Patterns of On-demand Ride-hailing Service Users
- Long-range connections, real-world networks and rates of diffusion
- Modeling Human Mobility and its Applications in Routing in Delay-Tolerant Networks: a Short Survey
- Meta-plasticity and memory in multi-level recurrent feed-forward networks
- Vulnerability of Transport through Evolving Spatial Networks
- Energy-Efficient Task Computation at the Edge for Vehicular Services
- A Data-Driven Analytical Framework of Estimating Multimodal Travel Demand Patterns using Mobile Device Location Data
- Characterizing People's Daily Activity Patterns in the Urban Environment: A Mobility Network Approach with Geographic Context-Aware Twitter Data
- Methodology for Mining, Discovering and Analyzing Semantic Human Mobility Behaviors
- Universal Urban Spreading Pattern of COVID-19 and Its Underlying Mechanism
- Examining mobility data justice during 2017 Hurricane Harvey
- Size and shape of tracked Brownian bridges
- Hidden order in online extremism and its disruption by nudging collective chemistry
- Global Regularity and Individual Variability in Dynamic Behaviors of Human Communication
- Computational Human Dynamics
- Ride Sharing and Dynamic Networks Analysis
- Transforming Speed Sequences into Road Rays on the Map with Elastic Pathing
- Universal Knowledge Discovery from Big Data: Towards a Paradigm Shift from 'Knowledge Discovery' to 'Wisdom Discovery'
- Non-Markovian Character in Human Mobility: Online and Offline
- When and Where: Predicting Human Movements Based on Social Spatial-Temporal Events
- Spatio-Temporal Techniques for User Identification by means of GPS Mobility Data
- Constructing a taxonomy of fine-grained human movement and activity motifs through social media
- Big data need physical ideas and methods
- Non-Lévy mobility patterns of Mexican Me'Phaa peasants searching for fuelwood
- A New Understanding of Friendships in Space: Complex Networks Meet Twitter
- Yahtzee: An Anonymized Group Level Matching Procedure
- Cascading Walks Model for Human Mobility Patterns
- Characterizing Individual Communication Patterns
- Trapping problem on star-type graphs with applications
- Optimizing hospital distribution across districts for reducing tuberculosis fatalities
- On the Critical Delays of Mobile Networks under Lévy Walks and Lévy Flights
- Crowds, Bluetooth, and Rock-n-Roll. Understanding Music Festival Participant Behavior
- Non-random walks in monkeys and humans
- Observing cities as a complex system
- SoReC: A Social-Relation Based Centrality Measure in Mobile Social Networks
- Fusion of Mobile Device Signal Data Attributes Enables Multi-Protocol Entity Resolution and Enhanced Large-Scale Tracking
- Diffusion on dynamic contact networks with indirect transmission links
- Topological Trajectory Classification and Landmark Inference on Simplicial Complexes
- A tool to estimate roaming behavior in wireless architectures
- Analyzing privacy-aware mobility behavior using the evolution of spatio-temporal entropy
- Demystifying Trajectory Recovery From Ash: An Open-Source Evaluation and Enhancement
- Memory effect of the online user preference
- Recover Fine-Grained Spatial Data from Coarse Aggregation
- Two Categories of Indoor Interactive Dynamics of a Large-scale Human Population in a WiFi covered university campus
- Planet-scale Human Mobility Measurement
- Superprocesses as models for information dissemination in the Future Internet
- Modeling urbanization dynamics by labor force migration
- Zen: LSTM-based generation of individual spatiotemporal cellular traffic with interactions
- Mining Open Datasets for Transparency in Taxi Transport in Metropolitan Environments
- Modeling Spontaneous Exit Choices in Intercity Expressway Traffic with Quantum Walk
- Assessing Impacts of Abnormal Events on Travel Patterns Leveraging Passively Collected Trajectory Data
- Location Order Recovery in Trails with Low Temporal Resolution
- Predicting encounter and colocation events in metropolitan areas
- Human Mobility Patterns Modelling using CDRs
- A Unified Framework for Joint Mobility Prediction and Object Profiling of Drones in UAV Networks
- Analysis of pedestrian behaviors through non-invasive Bluetooth monitoring
- Sensing and Modeling Human Behavior Using Social Media and Mobile Data
- Navigation in non-uniform density social networks
- Privacy-preserving classifiers recognize shared mobility behaviours from WiFi network imperfect data
- The efficiency of community detection by most similar node pairs
- Performance Analysis of Location Profile Routing
- Cooperation with both synergistic and local interactions can be worse than each alone
- Interactive Levy Flight in Interest Space
- How Random are Online Social Interactions?
- Heterogeneous length of stay of hosts' movements and spatial epidemic spread
- Multi-task learning of daily work and study round-trips from survey data
- The anatomy of urban social networks and its implications in the searchability problem
- Complexity Analysis of Unsaturated Flow in Heterogeneous Media Using a Complex Network Approach
- Manifestation of Coupled Geometric Complexity in Urban Road Networks under Mono-Centric Assumption
- Estimating an Activity Driven Hidden Markov Model
- Gravitational scaling in Beijing Subway Network
- Scaling of variations in traveling distances and times of taxi routes
- Detecting Transportation Mode Using Dense Smartphone GPS Trajectories and Transformer Models
- Sanitization of Call Detail Records via Differentially-private Summaries
- Ring aggregation pattern of Human Travel Trips
- Spatial social networks identified from urban group travel
- A universal law in human mobility
- Italian Business-to-Business Invoicing Data: A Network Analysis
- Scaling limits for Lévy walks with rests
- Estimating Attendance From Cellular Network Data
- Enhancing Human Mobility Prediction with Spatially Aware LLM-based Multi-Agent Systems
- Vector fields as a framework for modelling the mobility of commodities
- Scaling law of individual urban tour behavior
- Metapopulation epidemic models with heterogeneous mixing and travel behaviour
- Towards Understanding the Fundamentals of Mobility in Cellular Networks
- Adaptive Reinforcement Learning Model for Simulation of Urban Mobility during Crises
- Influences of Temporal Factors on GPS-based Human Mobility Lifestyle
- A Spherical Hidden Markov Model for Semantics-Rich Human Mobility Modeling
- Building Smart Communities with Cyber-Physical Systems
- Limit Theorems and Governing Equations for Levy Walks