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Author China National Conference on Big Data and Social Computing (7th : 2022 : Hangzhou, China)

Title Big data and social computing : 7th China National Conference, BDSC 2022, Hangzhou, China, August 11-13, 2022, revised selected papers / Xiaofeng Meng, Qi Xuan, Yang Yang, Yang Yue, Zi-Ke Zhang (eds.)
Published Singapore : Springer, [2022]
©2022

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Description 1 online resource (xiii, 390 pages) : illustrations (chiefly color)
Series Communications in computer and information science ; 1640
Communications in computer and information science ; 1640.
Contents Intro -- Preface -- Organization -- Contents -- Urban Computing and Social Governance -- Resilience-Based Epidemic Strategy Evaluation Method Under Post-Covid-19 -- 1 Introduction -- 2 Theoretical Basis -- 2.1 Urban Subsystems Applied to Resilience -- 2.2 Resilience Concept Applied to Urban System -- 2.3 Strategy Evaluation Method Applied to Urban Resilience -- 3 Strategy Evaluation Framework -- 4 Case Analysis and Discussion -- 4.1 Identifying Evaluable Strategies -- 4.2 Identifying Evaluable Strategies -- 4.3 Resilience Capacity Index System of Urban Social System Under Epidemic
4.4 Accumulation -- 4.5 Discussion -- 5 Conclusion -- References -- The Effects of Intervention Strategies for COVID-19 Transmission Control on Campus Activity -- 1 Introduction -- 2 Methodology -- 2.1 Model of Infection Risk -- 2.2 Case Design -- 3 Results -- 3.1 The Transmission of COVID-19 Caused by the Alumni Group for the Baseline Case -- 3.2 The Effect of Ventilation, Social Distancing and Wearing Mask on COVID-19 Transmission -- 3.3 The Impact of Combined Intervention Measures on the COVID-19 Transmission -- 4 Discussion -- 4.1 The Transmission Risk Brought by Staff During the Anniversary
4.2 The Comparison of Cases with Different Initial Infector Proportions -- 4.3 The Limitations of This Study -- 5 Conclusions -- References -- Social Resilience Assessment for Urban System: A Case Study of COVID-19 Epidemic -- 1 Introduction -- 2 Gap Analysis-Based Assessment Method -- 3 Case Analysis of COVID-19 Epidemic -- 3.1 Materials and Methods -- 3.2 Data Analysis Results -- 3.3 Resilience Analysis -- 4 Discussion -- 5 Conclusion -- References -- Prediction of Female Fertility Structure and Population Change in China by Modified SIR Model -- 1 Introduction
2 SIR Fertility Structure and Population Prediction Model -- 2.1 Model Front -- 2.2 Basic Prediction Model -- 2.3 Parameters of the Model -- 3 Data Source and Parameter Setting -- 3.1 Data Sources -- 3.2 Parameter Setting -- 4 Analysis of Empirical Results -- 4.1 SIR Population Model Prediction Analysis -- 4.2 Model Prediction Error Validation Analysis -- 4.3 Model Prediction of Future Population Scenarios -- 5 Conclusion -- References -- Generative Adversarial Network for Imputation of Road Network Traffic State Data -- 1 Introduction -- 2 Methodology -- 2.1 Data Preprocessing
2.2 The Feature Abstraction of Road Network Based on GAE -- 2.3 The Design of Generative Adversarial Network for Spatio-Temporal Feature Based on LSTM -- 2.4 The Imputation of Road Network Data Based on GAE-GAN -- 3 Experiment -- 3.1 Experimental Design -- 3.2 Parameter Setting and Model Index -- 4 Results and Discussion -- 4.1 Effectiveness of GAE -- 4.2 Effectiveness of Internal Structure of Generator (LSTM) -- 4.3 Comparison with Other Models -- 5 Conclusions -- References -- Artificial Intelligence and Cognitive Science
Summary This book constitutes refereed proceedings of the 7th China National Conference on Big Data and Social Computing, BDSC 2022, held in Hangzhou, China, from August 11-13, 2022 The 24 full papers and 2 short papers presented in this volume were carefully reviewed and selected from a total of 99 submissions. The papers in the volume are organised according to the following topical headings: urban computing and social governance; artificial intelligence and cognitive science; social network and group behavior; digital society and public security; digital government and public big data
Notes Conference proceedings
Includes author index
Online resource; title from PDF title page (SpringerLink, viewed January 3, 2023)
Subject Big data -- Congresses
Information technology -- Social aspects -- Congresses
Big data
Information technology -- Social aspects
Genre/Form Electronic books
proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Meng, Xiaofeng, 1964- editor.
Xuan, Qi, editor.
Yang, Yang, editor
Yue, Yang, editor
Zhang, Zi-Ke, editor
ISBN 9789811975325
9811975329
9788981197537
8981197539
Other Titles BDSC 2022