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Spatial Data and Intelligence

Second International Conference, SpatialDI 2021, Hangzhou, China, April 22–24, 2021, Proceedings

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Gang Pan

    1. Zhejiang University, Hangzhou, China

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  2. Hui Lin

    1. Jiangxi Normal University, Nanchang City, China

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  3. Xiaofeng Meng

    1. Renmin University of China, Beijing, China

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  4. Yunjun Gao

    1. Zhejiang University, Hangzhou, China

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  5. Yong Li

    1. Tsinghua University, Beijing, China

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  6. Qingfeng Guan

    1. China University of Geosciences, Wuhan, China

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  7. 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 12753)

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 2021.

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Table of contents (21 papers)

  1. Front Matter

    Pages i-xiii
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  2. Traffic Management

    1. Front Matter

      Pages 1-1
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    2. A Deep Urban Hotspots Prediction Framework with Modeling Geography-Semantic Dynamics

      • Hengyu Sha, Guangyin Jin, Guangquan Cheng, Jincai Huang, Kuihua Huang
      Pages 3-14

    3. A Dynamic Traffic Community Prediction Model Based on Hierarchical Graph Attention Network

      • Lutong Li, Mengmeng Chang, Zhiming Ding, Zunhao Liu, Nannan Jia
      Pages 15-26

    4. ENSTDM: An ENtity-Based Spatio-Temporal Data Model and Case Study in Real Estate Management

      • Wei Xiong, Hao Chen, Ning Guo, Qi Gong, Wenze Luo
      Pages 27-42

    5. Intelligent Extraction Method of Inertial Navigation Trajectory Behavior Features Considering Road Environment

      • Xiang Li, Wenbing Liu, Qun Chen
      Pages 43-56

    6. Optimal Siting of Rural Settlement Through a GIS-Based Assessment: A Case Study in China

      • Chuanhua Zhu, Dunhui Xiao, QinYao Sun
      Pages 57-71

    7. Spatial Explicit Evaluation of Land Use Sustainability Based on Grid analysis—A Case Study of the Bohai Rim

      • Yu Pang, Hongrun Ju, Shunkang Lu
      Pages 72-82

    8. ST-GWANN: A Novel Spatial-Temporal Graph Wavelet Attention Neural Network for Traffic Prediction

      • Zunhao Liu, Zhiming Ding, Bowen Yang, Lei Yuan, Lutong Li, Nannan Jia
      Pages 83-99

  3. Data Science

    1. Front Matter

      Pages 101-101
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    2. A Heterogeneity Urban Facilities Spatial Clustering Analysis Method Based on Data Field and Decision Graph

      • Lei Kang, Haiyan Liu, Xiaohui Chen, Weiying Cheng, Jing Li, Jia Li et al.
      Pages 103-109

    3. A Hybrid Algorithm for the Equal Districting Problem

      • Yunfeng Kong
      Pages 110-120

    4. An Integrated Correction Algorithm for Multi-Node Data from the Hydro-Meteorological Monitoring System in the South China Sea

      • Wuyang Chen, Junmin Li, Junliang Liu, Bo Li, Ping Shi, Huanlin Xing et al.
      Pages 121-126

    5. Comparison and Analysis of Hexagonal Discrete Global Grid Coding

      • Long Zhao, GuoQing Li, XiaoChuang Yao, QianQian Cao, Yue Ma
      Pages 127-133

    6. Deep Transfer Learning for Successive POI Recommendation

      • Haining Tan, Di Yao, Jingping Bi
      Pages 134-140

    7. Multiple Security Protection Algorithm for GF-2 Images Based on Commutative Encryption and Watermarking

      • Yu Li, Liming Zhang, Hao Wang, Xiaolong Wang
      Pages 141-147

    8. Predicting and Understanding Human Mobility Based on Social Media Check-in Data

      • Jing Li, Haiyan Liu, Xiaohui Chen, Guo Wenyue, Lei Kang, Jia Li et al.
      Pages 148-163

    9. Research on Classification Method of Medium Resolution Remote Sensing Image Based on Machine Learning

      • Xiuyu Liu, Yanyi Li
      Pages 164-173

    10. Wavelet Threshold Denoising and Pseudo-range Difference-Based Weighting for Indoor BLE Positioning

      • Yang Dai, Jianqiang Wang
      Pages 174-185

    11. Wetland Classification Using Sparse Spectral Unmixing Algorithm and Landsat 8 OLI Imagery

      • Jie Ding, Xiaodong Na, Xingmei Li
      Pages 186-194
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  1. Spatial Data and Intelligence

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About this book

This book constitutes the proceedings of the Second International Conference on Spatial Data and Intelligence, SpatialDI 2021, which was held during April 22-24, 2021 in Hangzhou, China.

The 14 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 72 submissions. They are organized in the topical sections named: traffic management, data science, and city analysis.

Editors and Affiliations

  • Zhejiang University, Hangzhou, China

    Gang Pan, Yunjun Gao

  • Jiangxi Normal University, Nanchang City, China

    Hui Lin

  • Renmin University of China, Beijing, China

    Xiaofeng Meng

  • Tsinghua University, Beijing, China

    Yong Li

  • China University of Geosciences, Wuhan, China

    Qingfeng Guan

  • Chinese Academy of Sciences, Beijing, China

    Zhiming Ding

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