Spatial Data and Intelligence : 4th International Conference, SpatialDI 2023, Nanchang, China, April 13–15, 2023, Proceedings / edited by Xiaofeng Meng, Xiang Li, Jianqiu Xu, Xueying Zhang, Yuming Fang, Bolong Zheng, Yafei Li.

Format:

Book

Contributor:

Meng, Xiaofeng, editor.

Series:

Lecture Notes in Computer Science, 1611-3349 ; 13887

Language:

English

Subjects (All):

Application software.

Computer networks.

Electronic digital computers--Evaluation.

Electronic digital computers.

Computer systems.

Information storage and retrieval systems.

Computer and Information Systems Applications.

Computer Communication Networks.

System Performance and Evaluation.

Computer System Implementation.

Information Storage and Retrieval.

Local Subjects:

Computer and Information Systems Applications.

Computer Communication Networks.

System Performance and Evaluation.

Computer System Implementation.

Information Storage and Retrieval.

Physical Description:

1 online resource (274 pages)

Edition:

1st ed. 2023.

Place of Publication:

Cham : Springer Nature Switzerland : Imprint: Springer, 2023.

Summary:

This book constitutes the refereed proceedings of the 4th International Conference on Spatial Data and Intelligence, SpatialDI 2023, held in Nanchang, China, in April 13–15, 2023. The 18 full papers included in this book were carefully reviewed and selected from 68 submissions. They were organized in topical sections as follows: traffic management; visualization analysis; spatial big data analysis; spatiotemporal data mining; spatiotemporal data storage; and metaverse.

Contents:

Traffic Management

APADGCN: Adaptive Partial Attention Diffusion Graph Convolutional Network for Traffic Flow Forecasting

DeepParking: Deep Learning-based Planning Method for Autonomous Parking

Recommendations for Urban Planning based on Non-motorized Travel Data and Street Comfort

A Composite Grid Clustering Algorithm based on Density and Balance Degree

Visualization Analysis

Research on the Visualization Method of Weibo User Sentiment Analysis based on IP Affiliation and Comment Content

Village Web 3D Visualization System based on Cesium

Spatial Big Data Analysis

Spatial-Aware Community Search over Heterogeneous Information Networks

Ship Classification Based on Trajectories Data and LightGBM Considering Offshore Distance Feature

CDGCN: An Effective and Efficient Algorithm based on Community Detection for Training Deep and Large Graph Convolutional Networks

Investigate the Relationship between Traumatic Occurrencesand Socio-economic Status based on Geographic Information System (GIS): The Case of Qingpu in Shanghai, China

Contact Query Processing based on Spatiotemporal Trajectory

Influential Community Search over Large Heterogeneous Information Networks

Spatiotemporal Data Mining

Fast Mining Prevalent Co-location Patterns over Dense Spatial Datasets

Continuous Sub-prevalent Co-location Pattern Mining

The Abnormal Detection Method of Ship Trajectory with Adaptive Transformer Model based on Migration Learning

Spatiotemporal Data Storage

A Comparative Study of Row and Column Storage for Time Series Data

LOACR: A Cache Replacement Method Based on Loop Assist

Metaverse

Unifying Reality and Virtuality: Constructing a Cohesive Metaverse Using Complex Numbers.

Notes:

Includes bibliographical references and index.

ISBN:

9783031329104

3031329104