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El. knyga: Big Data and Social Computing: 9th China National Conference, BDSC 2024, Harbin, China, August 8-10, 2024, Proceedings

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This book constitutes the refereed proceedings of the 9th China National Conference on Big Data and Social Computing, BDSC 2024, held in Harbin, China, during August 810, 2024.





The 28 full papers presented in this volume were carefully reviewed and selected from a total of 141 submissions. The papers in the volume are organized according to the following topics: digital society and public security; modelling and simulation of social systems; internet intelligent algorithm governance; social network and group behavior; innovation, risks, and network security of large language models; and artificial intelligence and cognitive science.
Digital Society and Public Security.- Early Warning Methods Based on a
Real Time Series Dataset: a Comparative Study.- EG-ConMix: An Intrusion
Detection Method based on Graph Contrastive Learning.- Network Analysis
Reveals Regional Disparity in COVID-19 Policymaking.- Exploring Urban
Spatio-temporal Patterns via Large-scale Vehicle Travel Data : The Role of
Geographical Attributes and Traveler Characteristics.- Mapping Gridded Wealth
Index Using Open Geospatial Data in Zambia.- Bidirectional Multi-grain Graph
Convolution Network for Origin-Destination Demand Prediction.- Modelling and
Simulation of Social Systems.- The Prospects of Multi-modal Pre-training
Models in Epidemic Forecasting.- Deep Reinforcement Learning Based Dynamic
Bus Timetable Scheduling with Bidirectional Constraints.- Modeling Knowledge
Spillover Effects in High Speed Rail Development: A Discrete Simulation
Approach Using Cellular Automata.- Educators' Networking Interacts with
Digital Competence Heterogeneity to Enhance the Implementation of AIEd: A
MixedMethods Study.- Intelligent Fatigue Driving Detection Method Based on
Fusion of Smartphone and Smartwatch Data.- SCPM-R+ER: A R+ER-based Algorithm
for Mining Spatial Co-location Patterns.- Internet Intelligent Algorithm
Governance.- Extracting Spatial High Utility Co-location Patterns Based on
Fuzzy Feature Clusters.- Incremental Network Traffic Category Models Based on
Hybrid Learning Strategies.- Modeling the BGP Prefix Hijack via Pollution and
Recovery Processes.- A Weakly Supervised Method for Encrypted Traffic
Classification in the Dark Web.- Rumor Detection Based on Conflict and Bot
Features.- Social Network and Group Behavior.- A Study of Digital Nomad
Culture and Local Social Practices -- Based on Fieldwork Research in a
Certain Area of Southwest China.- Analysis of the Relationship Between
Temperature and Insomnia Based on Social Media Text.- Do Gender Role
Attitudes Affect Fertility Intentions ? Evidence from International Data.-
Dynamic Shifts: The Rise of Unicorns in the AI Ecosystem.- Measurement and
Analysis of China's Fashion Events on Social Media: A Study of Shanghai
Fashion Week.- Innovation, Risks, and Network Security of Large Language
Models.- Enhanced Product Embedding with Sememe for Product Search.- FOKE: A
Personalized and Explainable Education Framework Integrating Foundation
Models, Knowledge Graphs, and Prompt Engineering.- Improving the Adversarial
Transferability of Radio Signal with Denoising, Data Diversity, and Gradient
Average.-Artificial Intelligence and Cognitive Science.- Temporal Knowledge
Graph Reasoning: A Review.- The Impact of AI Trust Violation on
Trustworthiness: An Empirical Study Based on AI Chatbots.- An Epileptic EEG
Classification Approach with Spike Train Encoding Using Spiking Neural
Networks.
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