30 items found

Tags: Mobility mining

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  • 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...
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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...
    • HTML
      The resource: 'Coupling Human Mobility ...' is not accessible as guest user. You must login to access it!
    • text/x-python
      The resource: 'Python code of the GeoSim ...' is not accessible as guest user. You must login to access it!
  • 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...
  • Method

    Origin Destination Matrix Computation

    This method provides the sql-postgis query to calculate the Origin-Destination matrix starting from a geometry table and a set of GPS trajectories. This kind of matrix, which...
    • sql
      The resource: 'OD' is not accessible as guest user. You must login to access it!
  • 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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  • Method

    Matlas - TClustering

    Ordering points to identify the clustering structure (OPTICS) is an algorithm for finding density-based clusters in spatial data. Its basic idea is similar to DBSCAN, but it...
    • HTML
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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
      The resource: 'Exploration of time' is not accessible as guest user. You must login to access it!
    • rep
      The resource: 'V-Analytics - source code' is not accessible as guest user. You must login to access it!
  • 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...
  • 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...
  • Application

    Scikit-mobility

    Scikit-mobility is a library for human mobility analysis in Python. The library allows to: represent trajectories and mobility flows with proper data structures, TrajDataFrame...
    • URL
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