Description |
1 online resource (xiii, 390 pages) : illustrations (chiefly color) |
Series |
Communications in computer and information science ; 1640 |
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Communications in computer and information science ; 1640.
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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 |
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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 |
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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 |
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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 |
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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 |
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Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed January 3, 2023) |
Subject |
Big data -- Congresses
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Information technology -- Social aspects -- Congresses
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Big data
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Information technology -- Social aspects
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Genre/Form |
Electronic books
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proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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Form |
Electronic book
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Author |
Meng, Xiaofeng, 1964- editor.
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Xuan, Qi, editor.
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Yang, Yang, editor
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Yue, Yang, editor
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Zhang, Zi-Ke, editor
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ISBN |
9789811975325 |
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9811975329 |
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9788981197537 |
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8981197539 |
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