35 items found

Tags: Mobility mining

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  • TrainingMaterial

    Can Big Data Bridge Gaps in Migration Statistics

    Traditional statistical data on international migration suffers from the problems (gaps) of inconsistency in definitions, differences in geographical coverages, absence of...
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  • Method

    Analysis of GPS data to assess changes in mobility routines during the COVID-...

    Non-Pharmaceutical Interventions (NPIs), aimed at reducing the diffusion of the COVID-19 pandemic, have dramatically influenced our everyday behaviour. In this experiment, we...
  • Experiment

    Validation for MoGAN

    We conduct extensive experiments on public datasets of bike and taxi rides to show that MoGAN outperforms the classical Gravity and Radiation models regarding the realism of...
  • Method

    Generating Synthetic Mobility Networks with Generative Adversarial Networks

    The increasingly crucial role of human displacements in complex societal phenomena, such as traffic congestion, segregation, and the diffusion of epidemics, is attracting the...
  • Experiment

    Validation of the Deep Gravity model

    We conducted experiments on mobility flows in England, Italy, and New York State to show that Deep Gravity achieves a significant increase in performance, especially in...
  • Method

    Deep Gravity model

    Deep Gravity is an effective model to generate flow probabilities that exploits many features (e.g., land use, road network, transport, food, health facilities) extracted from...
  • TrainingMaterial

    High Performance and Scalable Analytics Module

    Mining with big data or big data mining has become an active research area. Running current analytical methodologies and software tools on a single personal computer cannot...
    • PDF
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    • PDF
      The resource: 'Introduction to Spark' is not accessible as guest user. You must login to access it!
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  • TrainingMaterial

    Efficiency - Effectiveness Trade-offs in Learning to Rank

    This tutorial provides an 'Introduction to Learning to Rank' and focuses on 'Dealing with the Efficiency/Effectiveness trade-off in Web Search'. Moreover, it provides two...
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    • python
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  • Method

    Analysis of changes in visits to public venues during the COVID-19 pandemic

    The non-pharmaceutical interventions (NPIs), aimed at reducing the diffusion of the COVID-19 pandemic, has dramatically influenced our behaviour in everyday life. We developed...
  • Experiment

    Estimation of emissions from vehicles' GPS trajectories

    We used the mobility-emission methods (https://data.d4science.org/ctlg/ResourceCatalogue/mobility-emissions) to perform experiments on real GPS trajectories describing 433,272...
    • The resource: 'arXiv preprint' is not accessible as guest user. You must login to access it!
  • Experiment

    Evaluation of home location detection algorithms on three mobile phone record...

    We created a dataset that comprises the mobile phone activity of sixty-five participants for whom the geographical coordinates of their residence location are known. The...
  • Method

    Ground truth evaluation of home location detection algorithms

    Inferring mobile phone users' home location, i.e., assigning a location in space to a user based on data generated by the mobile phone network, is a central task in leveraging...
  • Method

    STS-EPR - Trajectory generator

    Modelling human mobility is crucial in several scientific areas, from urban planning to epidemic modeling, traffic forecasting, and what-if analysis. Existing models focus on...
    • PDF
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  • Method

    GeoSim - Trajectory generator (integration in scikit-mobility)

    GeoSim, proposed by Toole et al. [1], is a mechanistic generative model for human mobility. GeoSim takes into account the social dimension between individuals during the...
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  • Experiment

    Simulation of individual mobility using STS-EPR

    In this experiment we simulate the mobility of individuals in New York City, London, and Tokyo, using STS-EPR. For each city, we compare the synthetic trajectories generated...
    • PDF
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  • Dataset

    ISTAT Census zone Tuscany

    This dataset contains the geometry of about 20.000 census sectors and limited demographic information of Tuscany region (Italy).
    • ZIP
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  • TrainingMaterial

    Epidemics and city. How mobility and well being changed with COVID19 era

    How did the COVID-19 epidemics change our mobility habits, and how did it impact on people’s well-being and on the virus transmissibility? In the first webinar of the seminar...
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  • Method

    Exploration of time use by citizens based on their movement tracks

    This resource consists of a visual analytics framework and a set of supporting tools for deriving place meaning and reconstructing personal mobility diaries from episodic...
    • PDF
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    • mp4
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    • rep
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  • Method

    Borders

    It is a general method to determine the influence of social and mobility behavior over a specific geographical area in order to evaluate to what extent the current...
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  • Method

    Carpooling

    Carpooling, i.e., the act where two or more travelers share the same car for a common trip, is one of the possibilities brought forward to reduce traffic and its...
    • PDF
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