Data Science

This three-volume set CCIS 2213-2215 constitutes the refereed proceedings of the 10th International Conference of Pioneering Computer Scientists, Engineers and Educators, ICPCSEE 2024, held in Macau, China, during September 2730, 2024.

The 74 full papers and 3 short papers presented in these three volumes were carefully reviewed and selected from 249 submissions.

The papers are organized in the following topical sections:

Part I: Novel methods or tools used in big data and its applications; applications of data science.

Part II: Education research, methods and materials for data science and engine; data security and privacy; big data mining and knowledge management.

Part III: Infrastructure for data science; social media and recommendation system; multimedia data management and analysis.

Inhalt

.- Infrastructure for Data Science.

.- Android malware detection method based on machine learning.

.- A lightweight edge network intrusion detection system based on MobileVit.

.- TRAFFICNET: A NOVEL NETWORK PERFORMANCE PREDICTION MODEL VIA
AGGREGATOR-BASED ENHANCEMENT.

.- Social Media and Recommendation System.

.- Sentiment analysis for public opinion based on MapReduce and PSO-SVR.

.- Personalized Novel Recommendation System Based on Filtering and Sentiment Analysis.

.- Enhancing Relevance and Efficiency in Visual Question Generation through
Redundant Object Filtering.

.- Chinese Named Entity Recognition Algorithm integrating Vocabulary Information.

.- WSDSum:Unsupervised Extractive Summarization Based.

.- IPFS-DKRM: an efficient keyword retrieval model of IPFS based on ART.

.- Multimedia Data Management and Analysis.

.- Multi-Modal Variable-Channel Spatial-Temporal Semantic Action Recognition
Network.

.- Enhanced and pruned motion planning based on bird's-eye view.

.- CCU-NET: CBAM and Cascaded Edge Detection Optimization U-NET for Remote
Sensing Image Segmentation.

.- Speech Emotion Recognition Using U-Net.

.- Non-Invasive Load Decomposition Model Based On Inception-SimAM-BiLSTM.

.- A Data-driven Coordinated Active And Reactive Dispatching Strategy For Photovoltaics.

.- PDTNet: An Image-Based Model for PV Panel Defect Detection.

.- SAMCNet:A Multi-Channel Face Anti-Spoofing Network Combined with Hyperspectral
Images via Self-Attention Mechanism.

.- Image Tampering Detection Method Based on Hybrid Attention Mechanism.

.- ZhouStage-zero A Dynamic Ensemble method for Intrusion Detection in Industrial
Control System.

.- High-precision Anime Conversion Model based on Generative Adversarial Networks.

.- Anomaly Segmentation in Foggy Weather for Autonomous Driving with Adaptive
Learnable Filters.

.- Image tampering localization based on dual-stream feature fusion.

.- Multi-scale Image Tampering Detection Using Inception-UNet Network.

.- Fetal Congenital Heart Disease Diagnosis Based On CBAM-Enhanced ResNet-50.

.- Transformers for Single Object Tracking: Temporal Context Propagation and Frame
Relationship Modeling.

.- AFETY HELMET WEARING DETECTION BASED ON YOLOv7.