This book constitutes the refereed proceedings of the 4th International Conference on Big Data and Security, ICBDS 2022, held in Xiamen, China, during December 812, 2022.
The 51 full papers and 3 short papers included in this book were carefully reviewed and selected from 211 submissions. They were organized in topical sections as follows: answer set programming; big data and new method; intelligence and machine learning security; data technology and network security; sybersecurity and privacy; IoT security.
Big Data&New Method.- Data-driven energy efficiency evaluation and
energy anomaly detection of multi-type enterprises based on en-ergy
consumption big data mining.- Research on data-driven AGC instruction
execution effect recognition method.- Research on day-ahead scheduling
strategy of the power system includes wind power plants and photovoltaic
power stations based on big data clustering and filling.- Day-ahead scenario
generation method for renewable energy based on historical data analysis.- A
High-Frequency Stock Price Prediction Method based on Mode Decomposition and
Deep Learning.- A Cross-Platform Instant Messaging User Association Method
Based on Supervised Learning.- Research on Data Watermark Tracing System in
Hadoop Environment.- Application of RFID tag in the Localization of Power
Cable based on Big Data.- Research Hotspot and Evolution Trend Of Virtual
Power Plant In Chinaan Empirical Analysis Based On BigData.- Influencing
Factors Analysis and Prediction Model of Pavement Transverse Crack Based on
Big Data.- Research on the evolution of new energy industry financing
ecosystem under the background of big data.- A Survey of the
State-of-the-Art and Possible Extensions of Recommender System Based on Big
Data.- An Innovative AdaBoost Process Using Flexible Soft Labels on
Imbalanced Big Data.- Artificial Intelligence&Machine Learning
Security.- Feature Fusion based IPSO-LSSVM fault diagnosis of on-load tap.-
Graphlet Based Measure to Assess Institutional Research Teams.- Logical
Relationship Extraction of Multimodal South China Sea Big Data Using BERT and
Knowledge Graph.- Research on Application of Knowledge Graph in War Archive
Based on Big Data.- Semi-supervised learning enabled fault analysis method
for power distribution network based on LSTM autoen-coder and attention
mechanism.- Fault detection method for power distribution network based on
ensemble learning.- Factors Influencing Chinese Users Willingness to Pay for
O2O Knowledge Products Based on Information Adoption Model.- A Survey of
Integrating Federated Learning with Smart Grids Application Prospect, Privacy
Preserving and Challenges Analysis.- Application of the fusion access
technology of carrier and 5G in power communication.- Muscle fatigue
classification based on GA optimization of BP neural network.- Data
Technology&Network Security.- Research on typical scenario generation based
on distribution network data mining and improved policy clustering.- A
data-driven and deep learning-based economic evaluation method for new power
system distribution grid.- Study on random generation of virtual avatars
based on Big data.- Ordering, pricing, and coordination of a closed-loop
supply chain with risk preference.- An explainable optimization method for
assembly process parameter.- A Correlational Strategy for the Prediction of
High-Dimensional Stock Data by Neural Networks and Technical Indicators.-
Research on Attribute-Based Privacy-Preserving Computing technologies.-
Research on BIM modeling Technology from the Perspective of Power Big Data
Security.- Security risk management of the Internet of Things based on 5G
technology.- Multi slice SLA collaboration and optimization of power 5G big
data security business.- Virtualized Network Functions Placement Scheme in
Cloud Network Collaborative Operation Platform.- Grounded Theory-Driven
Knowledge Production Features Mining: one Empirical Study Based on Big Data
Technology.- Research on Digital Twin Technology of Main Equipment for Power
Transmission and Transformation based on Big Data.- Efficient Spatiotemporal
Big Data Indexing Algorithm with Loss Control.- Cybersecurity &
Privacy.- Privacy Measurement Based on Social Network Properties and
Structure.- Research on 5G-based Zero Trust Network Security Platform.- A
Mobile Data Leakage Prevention System Based on Encryption Algorithms.-
Research on Data Security Access Control Mechanism in Cloud Computing
Environment.- Research on Data Security Storage System Based on Distributed
Database.- Design of an Active Data Watermark Detection System.- Research on
Privacy Protection Methods for Data Mining.- A Cluster-based Facial Image
Anonymization Method Using Variational Autoencoder.- IoT Security.- Research
on the Security Diagnosis Platform for Partial Discharge of 10kV Cables in
Urban Distribution Networks.- Research on the Electromagnetic Sensor-based
Partial Discharge Security Monitoring System of Distribution Network.- Design
of Ultrasonic-Based Remote Distribution Network Online Security Monitoring
Device.- An Intelligent IoT Terminal Detection System based on Data
Sniffing.- Intelligent IoT Terminal Software Identification System based on
Behavior Features.- Research on the Identification Model of Power Terminal.-
Research on Firmware Vulnerability Mining Model of Power Internet of Things.-
How can social workers participatein big data governance? The third-party
perspective on big data governance.- Power network scheduling strategy based
on federated learning algorithm in edge computing environment.
