51 items found

Tags: Mobility mining

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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...
  • 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...
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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
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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...
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    • rep
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  • Method

    MyWay - Trajectory Prediction

    MyWay is a prediction system which exploits the individual systematic behaviors modeled by mobility profiles to predict human movements. MyWay provides three strategies: the...
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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...
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  • 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
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  • Method

    Carpooling Network Analysis

    Our method analyzes the potential impact of carpooling as a collective phenomenon emerging from people׳s mobility, by network analytics. Based on big mobility data from...
    • PDF
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    • HTML
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  • Method

    Matlas - Trajectory Builder

    Trajectory Builder is an Algorithm to reconstruct trajectories from spatio-temporal observation according to specific user constraints.
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  • Method

    Mobility Profile

    This algorithm allows to create a mobility profile of the users' mobility. A mobility profile is a set of representative trips selected from the entire set of trips of a user.
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  • Method

    Diary-based Trajectory Generator

    Ditras (DIary-based TRAjectory Simulator) is a framework to simulate the spatio-temporal patterns of human mobility. It operates in two steps: the generation of a mobility...
  • Method

    GeoTopics - A method and system to explore urban activity

    GeoTopics is a system to explore geographical patterns of urban activity. The system collects publicly shared check-ins generated by Foursquare users, that reveal who spends...
    • HTML
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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...
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    Method

    Private Mobility Constrained Segregation Models

    Since the development of the original Schelling model of urban segregation, several enhancements have been proposed, but none have considered the impact of mobility constraints...
  • 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...
  • 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...
  • 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...
  • 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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  • 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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