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Spatial Data and Intelligence

First International Conference, SpatialDI 2020, Virtual Event, May 8–9, 2020, Proceedings

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Xiaofeng Meng

    1. Renmin University of China, Beijing, China

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  2. Xing Xie

    1. Microsoft Research Asia, Beijing, China

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  3. Yang Yue

    1. Shenzhen University, Shenzhen, China

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  4. Zhiming Ding

    1. Chinese Academy of Sciences, Beijing, China

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12567)

Part of the book sub series: Information Systems and Applications, incl. Internet/Web, and HCI (LNISA)

Included in the following conference series:

Conference proceedings info: SpatialDI 2020.

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Table of contents (21 papers)

  1. Front Matter

    Pages i-x
    Download chapter PDF

  2. Traffic Management

    1. Front Matter

      Pages 1-1
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    2. A Fast Clustering Approach for Identifying Traffic Congestions

      • Yan Zhuang, Cheng-Lin Ma, Jin-Yun Xie, Zhui-Ri Li, Yang Yue
      Pages 3-13

    3. A Method of Emergency Prediction Based on Spatiotemporal Context Time Series

      • Zilin Zhao, Zhiming Ding, Yang Cao
      Pages 14-28

    4. A Real-Time Driving Destination Prediction Model Based on Historical Travel Patterns and Current Driving Status

      • Jintian Wang, Zhipeng Gui, Yunzeng Sun, Huayi Wu, Zifan Yu
      Pages 29-43

    5. Dynamic Shortest Path Queries over Moving Objects on Road Networks

      • Siyu Chen, Jianqiu Xu
      Pages 44-59

    6. Environment Classification for Global Navigation Satellite Systems Using Attention-Based Recurrent Neural Networks

      • Haichun Liu, Minmin Zhang, Ling Pei, Wei Wang, Lanzhen Li, Changchun Pan et al.
      Pages 60-71

    7. Fast Training of POI Recommendation Models Using Gradient Compression

      • Hao Sun, Yunzhuo Wang, Jingwei Sun, Guangzhong Sun
      Pages 72-86

    8. Research on Vector Road Aided Inertial Navigation by Using ICCP Algorithm

      • Xiang Li, Wenbing Liu
      Pages 87-106

    9. Traffic Flow Forecasting Using a Spatial-Temporal Attention Graph Convolutional Network Predictor

      • Shan Jiang, Meiling Zhu, Jin Li
      Pages 107-121

    10. Vehicle Emergency Route Planning Based on Grid Map

      • Lei Yuan, Bowen Yang, Yuanying Chi, Zunhao Liu, Limin Guo
      Pages 122-135

  3. Data Science

    1. Front Matter

      Pages 137-137
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    2. Application of Multi-agent System in Land Use Decision-Making of Industrial Park: A Case Study of Tianfo Health Industrial Park, Shandong

      • Wenhan Feng, Peiyao Song, Bayi Li
      Pages 139-152

    3. Attention U-Net for Road Extraction in Remote Sensing Images

      • Minyu Tao, Zhiming Ding, Yang Cao
      Pages 153-164

    4. College Students’ Portrait Technology Based on Hybrid Neural Network

      • Zhiming Ding, Xuyang Li
      Pages 165-183

    5. Efficiently Detecting Light Events in Astronomical Temporal Data

      • Chenglong Fang, Xieyang Wang, Jianqiu Xu, Feng Wang
      Pages 184-197

    6. Efficiently Update Disk-Resident Interval Tree

      • Jianqiu Xu, Jianhua Wei
      Pages 198-207

    7. Performance Ranking Based on Bézier Ranking Principal Curve

      • Wei Jin, Danhuai Guo, Li-kun Zhao, Ji-Chao Li
      Pages 208-217

    8. Proximity-Based Aggregation Method for LBS Human Mobility Data

      • Yao Long, Lin Zhang, Tao Yuan
      Pages 218-230

    9. Research on the Division of Functional Zones in Downtown Beijing Under the Background of Big Data

      • Te Qi, WeiNa Zhang, Tao Yuan
      Pages 231-244
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Other volumes

  1. Spatial Data and Intelligence

Keywords

About this book

This book constitutes the proceedings of the First International Conference on Spatial Data and Intelligence, SpatialDI 2020, which was held on May 8-9, 2020. The conference was planned to take place in Shenzhen, China, and changed to an online format due to the COVID-19 pandemic.

The 21 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.

Editors and Affiliations

  • Renmin University of China, Beijing, China

    Xiaofeng Meng

  • Microsoft Research Asia, Beijing, China

    Xing Xie

  • Shenzhen University, Shenzhen, China

    Yang Yue

  • Chinese Academy of Sciences, Beijing, China

    Zhiming Ding

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