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Titlebook: Spatial Data and Intelligence; First International Xiaofeng Meng,Xing Xie,Zhiming Ding Conference proceedings 2021 Springer Nature Switzer

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Traffic Flow Forecasting Using a Spatial-Temporal Attention Graph Convolutional Network Predictordynamic spatial-temporal correlations, and the dilated 1D convolution component is stacked to handle long sequences. We made experiments on two real-world benchmark datasets to verify the accuracy of the proposed network.
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Proximity-Based Aggregation Method for LBS Human Mobility Data at aggregating mobility data of geographic proximity according to human mobility values to achieve mobility data aggregation in geographic sense without changing the situation of data, and generate a series of urban aggregation areas formed by closely approximate internal mobility data.
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0302-9743 1 full papers presented in this volume were carefully reviewed and selected from 50 submissions. They were organized in topical sections named: traffic management; data science; and visualization science..978-3-030-69872-0978-3-030-69873-7Series ISSN 0302-9743 Series E-ISSN 1611-3349
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978-3-030-69872-0Springer Nature Switzerland AG 2021
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