Crowd Flow Prediction for Social Internet-of-Things Systems Based on the Mobile Network Big Data
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Computational Social Systems"
DOI: 10.1109/tcss.2021.3062884
Abstract: Accurate crowd flow prediction has gained increasing importance for the development of social Internet-of-Things (IoT) systems. In this article, we provide an efficient crowd flow prediction for social IoT systems in urban space based on… read more here.
Keywords: crowd flow; internet things; social internet; prediction ... See more keywords
Spatio-Temporal Knowledge Transfer for Urban Crowd Flow Prediction via Deep Attentive Adaptation Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2021.3055207
Abstract: Accurately predicting the urban spatio-temporal data is critically important to various urban computing tasks for smart city related applications such as crowd flow prediction and traffic congestion prediction. Existing models especially deep learning based approaches… read more here.
Keywords: transfer; flow prediction; domain; prediction ... See more keywords
Online Spatio-temporal Crowd Flow Distribution Prediction for Complex Metro System
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2020.2985952
Abstract: As a key mission of the modern traffic management, crowd flow prediction (CFP) benefits in many tasks of intelligent transportation services. However, most existing techniques focus solely on forecasting entrance and exit flows of metro… read more here.
Keywords: crowd flow; flow distribution; prediction;
DeepFlowGen: Intention-Aware Fine Grained Crowd Flow Generation via Deep Neural Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2021.3061813
Abstract: Obtaining crowd flow distribution with recognized human intention is extremely valuable for a series of applications for metropolitan cities. Previous solutions look at spatial correlation and temporal periodicity based on historical crowd flow information to… read more here.
Keywords: intention aware; distribution; crowd flow; flow ... See more keywords