§16§§This book constitutes the refereed proceedings of the 5th International Conference on Data and Information in Online, DIONE 2024, held in Sanya, China, during November 1 3, 2024.§§The 34 full papers were presented in this volume were carefully reviewed and selected from 99 submissions. They focus on Machine Learning and Artificial Intelligence; Optimization and Intelligent Systems; Privacy, Security, and Risk Management; Emerging Applications and Interdisciplinary Research.§§§ §04§§.- Machine Learning and Artificial Intelligence.§§.- Multimodal Bind for Few-Shot SAR Object Detection in Drone Remote Sensing Images.§§.- SAR Moving Target Detection Based on Denoising Diffusion Probabilistic Models.§§.- Sequential Recommendation with Hierarchical Filtering and Long- and Short-Term Preference Contrastive Learning.§§.- Crossformer Network for RUL Prediction of Lithium-Ion Batteries.§§.- KV-KBVQA: Effective KAN Vision Transformer for Kowledge-based Visual Question Answering with Residual Cross-Modal Attention.§§.- Criss-cross attention Enhanced Transformer for Image Captioning.§§.- Are Fact-Checking Tools Helpful? An Exploration of the Usability of Google Fact Check.§§.- A Comparative Study of Machine Learning and Neural Network Models for Phishing Detection.§§.- Advancements in Machine Learning Techniques for Diabetes Mellitus: A Review of Progression, Challenges and Future Directions.§§.- Optim §04§ization and Intelligent Systems.§§.- A Method for FlowShop Scheduling Problem by Using Hybrid Ant Algorithm.§§.- Target Controllability and Controllability of Second-Order Multi-Agent Systems.§§.- Global Citation Recommendation with Context-Aware Temporal Attention Long Short-Term Memory and Filtering Enhanced Learning Module.§§.- A Contrastive Learning Method for Ordinary Differential Equation-based Collaborative Filtering.§§.- University Network Suggestion Box Based on Text Analysis and WeChat Mini Program.§§.- Study of Routing Algorithm for GEO-LEO Two-layer Satellite Network based-on GEO Satellite Congestion Management.§§.- Research on overtemparture Diagnosis of Boiler High -Temparture Reheater Based on Improved LSTM - FCN.§§.- Defect Detection Method for Power Transmission and Transformation Equipment Based on SAM Data Augmentation and Deformable Convolution.§§.- Privacy, Security, and Risk Management.§§.- Furt §04§her Exploration of the REM Model on Community Structure Deception.§§.- U-CKAM based on C-KAN and MRF for Medical Image Segmentation.§§.- A Novel Feature Clustering Approach for Comprehensive Network Asset Discovery: Methods, Implementation, and Validation.§§.- PDP-GAN-DD: Personalized Differential Privacy Generative Adversarial Network Algorithm for Data Desensitization.§§.- Medical Data Risk Assessment Method Based on Improved Evidence Theory and Analytic Hierarchy Process.§§.- Optimizing ECDSA Algorithm Parameters via Safe Prime Generation integrated on EJBCA.§§.- Network intrusion detection based on time heterogeneous graph representation.§§.- Emerging Applications and Interdisciplinary Research.§§.- The Construction of Community Resilience Evaluation System under the Background of Digital Transformation.§§.- SVTR-V3: An Improved Model Based on a Single Visual Recognition Network.§§.- Research on the Mechanism of Di §04§gital Economy Promoting Resilient Community Construction Empirical Evidence Based on China s Provincial Panel Data.§§.- Rule-Based Learning for Explainable XGBoost Internal Threat Detection.§§.- A Trusted Measurement Model for The Utilization of Medical Network Resources Based on User Behavior Portraits.§§.- Research on classroom behavior recognition based on improved YOLOv8s algorithm.§§.- Research on Emotional Cognitive Analysis Based on Knowledge Graph and Dynamic Multi-modal Fusion.§§.- Case Retrieval Based on Multi-Dimensional Information Reordering.§§.- A System Design for Lung Field Segmentation and Pneumonia Recognition Using U-Net++ and Improved Inception-v3.§<