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This book constitutes the refereed proceedings of the 11th International Conference on Data Science, ICPCSEE 2025, held in Hiroshima, Japan, during September 19 21, 2025.
The 41 full papers and 1 short papers included in this book were carefully reviewed and selected from 135 submissions. They were organized in topical sections as follows: Education using big data, intelligent computing or data mining, etc.; Education research, methods and materials for data science and engineering; Machine Learning for Data Science; Basic Theory and Techniques for Data Science; Application of Blockchain; Big Data Management and Applications; Industrial Digitization and Applications; Applications of Data Science; Data Security and Privacy; Data-driven Scientific Research; and Novel methods for data analytics.
Inhaltsverzeichnis
.- Education using big data, intelligent computing or data mining, etc.
.- Analysis of the Impact of the Information Environment onStudents'Self-directed English Learning Behavior and Psychology.
.- Research on the Integration of Ideological and Political EducationintoCybersecurity Postgraduate Courses: A Big Data-Driven Approach.
.- A Bibliometric Analysis of the Current Status and Trends in Higher VocationalEducation Research.
.- An empirical study on the influential factors of improving thequalityofteaching in the Civics classroom in higher vocational colleges.
.- A Study on English-Reading Anxiety of Science and EngineeringStudentsinHainan Vocational Colleges.
.- A Study on the English Listening Anxiety of Students in PrivateVocationalColleges.
.- Education research, methods and materials for data science and engineering.
.- Construction Method and Practice for the CurriculumIdeological andPoliticalSystem of Engineering Courses at Military University under theEducationPhilosophy of Politics + Military + Technology .
-. A Brief Review of Generative Artificial Intelligence in Higher Education.
.- Reform and practice of a large language model method basedonhumanfeedback in algorithm analysis and design of a course.
.- Teaching Reform and Practice of Algorithm Design and AnalysisCourse.
.- Using large language models to promote vocational skills improvement:Reform and practice of the "Algorithm Design and Analysis" course in higher education.
.- Implementation path of computer science competition in thecontextofindustry-education integration.
.- Research on the evaluation of teaching and research abilityinhighervocational colleges Based on the teaching and research achievementsofHainan higher vocational colleges from 2020--2023.
.- Machine Learning for Data Science.
.- Segmentwise Multilayer Perceptrons for Speech Emotion Recognition.
.- MreNet: Multimodal Regularization Ensemble Network for Hierarchical PaperClassification.
.- Animal Pose Estimation based on YOLO-POSE.
.- Optimization Method for DOA Estimation at Low SNRs.
.- DOA estimation based on transfer learning and RAN-BiLSTMunder limited snapshots.
.- Reinforcement Learning for Time-Series Query Optimization.
.- Design of a road traffic classification accident detection andidentificationsystem based on YOLOv10.
.- Multiscale Dynamic Inference Acceleration for Deep Neural Networks.
.- Generalized Prototype-based Few-shot Semantic SegmentationNetwork.
.- Deep Learning-based Face Fatigue Monitoring Method fromthePerspectiveof Cyber Security.
.- G-GRU Multi-Step Trajectory Prediction Network Based on Geographical Location Information.
.- Sequence-Based Deep Learning Ensemble for TargetedPhage-HostInteraction Prediction.
.- Basic Theory and Techniques for Data Science.
.- LightLoc: Redefining Indoor Localization with an Efficient Spatial-TemporalLearning Framework.
.- Attention-Guided Clustered Graph Convolutional Network for SpatiotemporalTraffic Forecasting.
.- LW-CQ: ML-Driven Cardinality Estimation for Complex Queries.
.- Application of Blockchain.
.- Prevention of Flash Loan Attacking on the Decentralized FinanceSystemofaPublic Blockchain.
.- The Efficiency of Momentum Factors in Cryptocurrency.
.- Analysis and Design of an ROS Attack-Resistant Adaptor SignatureSchemefor Multiparty Cyclic Cross-Chain.
.- Big Data Management and Applications.
.- Research on Polling MAC Protocols for Flying Ad-Hoc Networks.
.- Research on Industrial Big Data Display Systems Based on Grafanaand ECharts.
.- Industrial Digitization and Applications.
.- Robust Real-Time Fingertip Detection in Dynamic Environments for EnhancedHuman-Computer Interaction.
.- Challenges and Optimization of Multimodal Large Language ModelsforTreeFalling Scenarios.
.- Applications of Data Science.
.- Empirical Analysis of Tourism Revenue in Sanya City.
.- Blockchain-Based Multi-dimensional Dynamic Supply Chain FinanceRiskControl System.
.- Data Security and Privacy.
.- Reversible Data Hiding Algorithm in Encrypted Images BasedonArithmeticCoding and Dual Prediction.
.- A Novel Client Selection Method in Volatile Federated LearningBasedonDiscounted Exp3.
.- Data-driven Scientific Research.
.- Research on an underwater trash detection method based on improved YOLOv8.
.- Novel methods for data analytics.
.- Academic User Profile Construction Based on a Simplified Transformerandthe GNN Fusion Model.
