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Smart Cities 2022 : Smart Cities: Urban Profiling with Artificial Intelligence and Big Data | |||||||||||||
Link: https://peerj.com/special-issues/105-sc-urban-ai | |||||||||||||
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Call For Papers | |||||||||||||
Urban profiling is a procedure for modelling specific aspects of a city with multi-source heterogeneous data fusion technology. Urban profiling helps researchers to better complete downstream tasks, such as traffic flow prediction, human mobility pattern extraction, e-commerce warehouse inventory, and urban functional region division. The development and upgrade of communication and sensor technology has led to a huge amount of multi-source, heterogeneous, user-generated data in the form of vehicle trajectories, social platform engagements, and Geographic Information System data amongst others. With this huge influx of complex data, new handling and processing techniques have been at the forefront of research. In recent years, AI technologies and Big Data analyses, particularly deep learning, have all been applied to the field of computing in the context of urban profiling. These new approaches have revitalised the handling of complex datasets, and lead to new possibilities for complex applications, intelligent services, and refined governance.
Despite the technological advances, technical problems with the fusion of multi-source heterogeneous data are also present, such as representation learning on spatio-temporal data. All of these feed into the approaches for the interpretability of urban profiling data. This Special Issue aims to present the state-of-the-art research in the area of urban profiling and its applications, and to provide a forum for experts to disseminate their recent advanced works, views, and ideas on future directions in this field. Including, but not limited to, research on: System Architecture And Algorithms For Urban Profiling The Interpretability Of Urban Profiling Data The Application Of Urban Profiling Data Private Data Generation Incomplete Urban Profiling Data Repair Human Mobility Prediction / Leveraging Big Data / AI Transportation Optimization Using Urban Profiling Data Traffic Control And Management Based On Urban Profiling Data The Big-Data-Driven Recommendation In Urban Profiling The Application Of AI Technology In Urban Profiling The Application Of Big Data Analyses In Urban Profiling Community Activity Prediction Based On Urban Profiling Data Urban Profiling Enhanced Through The Internet Of Things Network Science For Urban Profiling Urban Profiling Applied To Refine Governance Applications Of Urban Profiling In Energy Supply Applications Of Urban Profiling In Economic Decisions The Role Of Urban Profiling In Environmental Governance |
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