Human mobility
Modelling human mobility patterns using photographic data shared online
... of human mobility, we design a machine learning algorithm to infer the probability of finding people in geographical locations and the probability of movement between pairs of ...large-scale human ...
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An alternative approach to the limits of predictability in human mobility
... predicting human mobility is two fold: how long will a person stay in a cer- tain location and where they will go ...of human locations we found an upper limit on predictability of ...predict ...
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Understanding predictability and exploration in human mobility
... The logistic regression model does improve the accuracy over the Markov model, but the absolute value of accuracy still remains low (below 45%). Although the current model could be further fine-tuned, our goal here is not ...
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Active and reactive behaviour in human mobility : the influence of attraction points on pedestrians
... The presented framework aims to study and identify the minimum ingredients necessary to capture the essential traits of human mobility at the scales studied. By means of hypothesis testing using the ...
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Predicting human mobility through the assimilation of social media traces into mobility models
... of human mobility, in which social media traces are combined with the classical gravity model under a machine learning approach, by training and cross-validating with real ...different human ...
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Human Mobility Mining Using Spatio-Temporal Data
... understand human mobility and activity patterns, opens new chances for location-based services as well as introduce new issues in performing data mining and analysis in today’s pervasive computing ...
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The Impact of Human Mobility on Edge Data Center Deployment in Urban Environments
... predict human mobility with the goal of determining estimates of computing demand and the optimal EDC deployment that minimizes ...citizens mobility that reflects daily urban ...citizens ...
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Prediction Using Markov for Determining Location of Human Mobility
... of human mobility, hidden Markov model have been proposed to work out the problem of location recognition and prediction ...predicting human mobility on the basis of ...
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The impact of social segregation on human mobility in developing and industrialized regions
... We used datasets D and D to build the human mobility networks and identify the community structure of antennae within the Ivory Coast and Portugal. We set nodes to the locations of each cell tower, and ...
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Multi-scale spatio-temporal analysis of human mobility
... of human mobility has been attributed to various factors, including differences between individual trajectories [36], search optimisation [37–40], the hierarchical organisation of the streets network [41] ...
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Analysis of human mobility patterns from GPS trajectories and contextual information
... of human mobility patterns (travel mode and places) from a combination of volunteered GPS trajectories and contextual ...about human movement ...
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Origin Destination Trips for Human Mobility Based on Twitter
... understanding human mobility which is important to disease prevention, city planning and traffic ...the human mobility with Twitter data in Milano, Roma and ...
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A Methodology with Distributed Algorithms for Large-Scale Human Mobility Prediction
... These problems pose many technical challenges. First, in order to predict spatial- temporal activities (for example, people’s outflow/inflow in the urban environment), one natural approach is to identify both the spatial ...
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1. Social behavior of global community in manet with human mobility
... important human mobility features. We aim to study the impact of human mobility on delay and throughput based people-centric applications in ...and mobility parameters. We analyze the ...
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Mining human mobility patterns from pervasive spatial and temporal data
... on human mobility prediction focuses on the prediction of the next location; a relaxed version of the trajectory prediction problem, which is the pre- diction of the place visited by the user at a certain ...
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The effect of recency to human mobility
... explain human dynamics and in particular human ...by human movement such as disease spread and epidemics modeling, city planning, wireless network development, and disaster relief, to name a ...them, ...
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Evidence for a Conserved Quantity in Human Mobility
... In summary, we have shown that the number of locations an individual visits regularly is conserved over time, even while individual routines are unstable in the long term because of the continual ex- ploration of new ...
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On the properties of human mobility
... people mobility calls for a better understanding of how people move: how many places does an individual commonly visit, what are the semantics of these places, and how do people get from one place to ...on ...
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Planet scale human mobility measurement
... Currently there are several research groups involved in human mobility measurements [4, 6, 20, 28, 29]. We observe that more and more researchers are moving into the mo- bility data collection area, e.g. ...
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A refined limit on the predictability of human mobility
... of human mobility predictability and the provision of a mathematical approach to computer an upper bound for a given dataset was first undertaken in ...
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