
Big Data and Social Computing
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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 8-10, 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.
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Content
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 Mixed-Methods 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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