Program at a Glance

The 6th IEEE International Conference on Data Science in Cyberspace（IEEE DSC2021） Program

October 9-11,Shenzhen,China

Day 1, October 9, 2021 (Main Conference) (Espana Ballroom II)

Day 2, October 10, 2021 (Sessions)

Day 3, October 11, 2021 (Workshops)

Main Technical Program

SESSION 1: Social Network

October 10th,09:00-10:00,10:30-11:30,Madrid 2 Hall

• modeling connection strength in graph neural networks for social influence prediction
  Hongwu Zhuang; Bin Zhou*; Wen Xi; Liqun Gao; Haiyang Wang
• Rumor Detection on Social Media Using Temporal Dynamic Structure and Emotional Information
  Chenming Wang; Bin Zhou*; Hongkui Tu; Yujia Liu
• Survey on social event detection
  Yutao Huang*; Ye Wang
• FIGAT: Accurately Predict Individual Crime Risks with Multi-information Fusion
  Xianzhe Yu

SESSION 2: Situation Awareness

October 10th,09:00-10:00,10:30-11:30,Madrid 3 Hall

• Network Security Situation Prediction Model Based on The Prediction of Security Situation Factors
  Mingyang Zhang
• GRU and Multi-autoencoder based Insider Threat Detection for Cyber Security
  Fanzhi Meng
• Malware classification based on visualization and feature fusion
  Zilin Zhao; Dawei Zhao *; Shudong Li; Shumian Yang
• Mining Open-Source Cyber Threat Intelligence with Distant Supervision from the Web
  Panpan Zhang*; Jing Ya; Tingwen Liu; Jinqiao Shi

SESSION 3: Cyberspace security I

October 10th,09:00-10:00,10:30-11:30,Madrid 5 Hall

• Sampled Data Debugging via Fuzzy C-Means
  Mingyang Zhang
• A Security-Enhanced Modbus TCP Protocol and Authorized Access Mechanism
  Fumin Yi; Lei Zhang; Shumian Yang; Dawei Zhao*
• Identification Domain Fronting Traffic for Revealing Obfuscated C2 Communications
  Zeyu Li*; Meiqi Wang; Xuebin Wang; Jinqiao Shi; Kexin Zou; Majin Su
• APT Behaviors Detection Based on Email Business Scenarios
  Bo Bai; Yun Feng*; Baoxu Liu; Xutong Wang; Jiaxi Liu; Qingyue Liu; Qixu Liu; Shuang Zhao
• A Decentralized Access Control Framework For DDS
  Qifeng Luo*; Ruisheng Shi

SESSION 4: Cyberspace security II

October 10th,13:30-15:30,Madrid 2 Hall

• Bit-FP: A Traffic Fingerprinting Approach for Bitcoin Hidden Service Detection
  Kexin Zou*; Jinqiao Shi; Yue Gao; Xuebin Wang; Meiqi Wang; Zeyu Li; Majin Su
• A proxy-protected proxy signature based on SM9
  Sen Yuan
• The Survey on the development of Secure Multi-Party Computing in Blockchain
  Songqi Wu; Jin Li; Fenghui Duan; Yueming Lu; Xu Zhang; Jiefu Gan*
• Research on Label Based Data Flow Control Mechanism
  Rongna Xie; Xiaonan Fan*; Jiayu Zhu; Guozhen Shi; Jiapeng Lou; Yuxin Huang
• LoginSoEasy: a System Enabling both Authentication and Protection of Personal Information based on Trusted User Agent
  Wenyin Liu*; Yin Lin; Zongcheng Qi; Zekai Wu; Guipeng Zhang; Kai Wang; Shuai Fan; Zhenguo Yang

SESSION 5: Deep Learning Algorithms and Applications I

October 10th,13:30-15:30,Madrid 3 Hall

• Adversarial Residual Variational Graph Autoencoder with Batch Normalization
  Qisheng Liao*; Xu Wu; Xiaqing Xie; Jingchen Wu; Lirong Qiu; Lijuan Sun
• ResNet Approach for Coding Unit Fast Splitting Decision of HEVC Intra Coding
  Yixiao Li; Lixiang Li*; Zirui Zhuang; Yuan Fang; Yixian Yang
• Universal Targeted Attack for Image Classification
  Huili Luo*; Zhaoquan Gu; Chuanjin Zhang; Le Wang; Shuhao Li; Zhiqin Chen
• Improving the Transferability of Adversarial Examples with Advanced Diversity-Ensemble Method
  Yinhu Xu; Qi Chu*; Nenghai Yu
• Sequence Attention for Multivariate Time Series Forecasting
  Wenrui Wu*; Tao Tao; Jing Shang; Ding Xiao; Chuan Shi; Yong Jiang

SESSION 6: Deep Learning Algorithms and Applications II

October 10th,13:30-15:30,Madrid 5 Hall

• PTMT: Multi-Target Stance Detection with PTM-enhanced Multi-Task Learning
  Wen Xi*; Chenguang Chen; Hongwu Zhuang; Haiyang Wang; Liqun Gao; Bin Zhou
• Generate Adversarial examples combined with Image Entropy Distribution
  Wenrong Xie*; Fashan Dong; Haiyang Yu; Zhaoquan Gu; Le Wang; Zhihong Tian
• FedDeepFM: Ad CTR prediction based on Federated Factorization Machine
  Chenjia Yu; Shuhan Qi; Yang Liu*
• PRFP: Privacy-respecting and Accurate Device Fingerprinting Identification
  Xunan Gao

SESSION 7: Knowledge Representation and Discovery

October 10th,16:00-18:00,Madrid 2 Hall

• Relation Extraction based on Data Partition and Representation Integration
  Jiapeng Zhao*; Panpan Zhang; Tingwen Liu; Zhenyu Zhang; Yanzeng Li; Jinqiao Shi
• A Review of Entity Alignment based on Graph Convolutional Neural Network
  Zeshi Wang*; Mohan Li; Zhaoquan Gu
• MilKBQA: A Complex Knowledge Base Question Answering Dataset on Chinese Military Fieldv
  Xu Pike*; Zhen Huang; Li Tiejun; He Jiezhong; Ding Sun
• Survey on Knowledge Graph Embedding Based on Hyperbolic Geometry
  Mengqi Lin*; Ye Wang
• A Survey on Translating Embedding based Entity Alignment in Knowledge Graphs
  Jin Jiang; Mohan Li*; Zhaoquan Gu

SESSION 8: Intelligent System

October 10th,16:00-18:00,Madrid 3 Hall

• Audio Steganography with Speech Recognition System
  Hao Tan*; Chenwei Liu; Yinyu Lyu; Xiao Zhang; Denghui Zhang; Zhaoquan Gu
• Bow-tie Technology Analysis of Safety Risks of Lithium-ion Battery in Air Transport
  Zhang Yan
• A Novel Deep Neural Network Model for Credit Risk Prediction of Chinese Farmers
  Yalong Xie*; Aiping Li; Ziniu Liu; Kai Chen; Hongkui Tu
• Universal Pre-Calculating Structure: Reducing Complexity of Ising Chips with Arbitrary Connectivity
  Jian Zhang*; Linghui Lv; Zhi Wang; Yaohua Wang

SESSION 9: Data Mining

October 10th,16:00-18:00,Madrid 5 Hall

• Acceleration of CUDA-based k-Nearest Neighbor algorithm and Naive Bayesian algorithm
  Huiping Chen
• Attack-words Guided Sentence Generation for Textual Adversarial Attack
  Huan Zhang*; Yushun Xie; Ziqi Zhu; Jinglling Sun; Chao Li; Zhaoquan Gu
• Sensitive Image Information Recognition Model of Network Community based on Content Text
  Li Gao*; Xu Wu; Jingchen Wu; Xiaqing Xie; Lirong Qiu;Lijuan Sun
• High Efficient and Secure Chaos-Based Compressed Spectrum Sensing in Cognitive Radio IoT Network
  Yuan Fang; Lixiang Li*; Yixiao Li; Haipeng Peng
• TCABRS: An Efficient Traceable Constant-Size Attribute-Based Ring Signature Scheme for Electronic Health Record System
  Aoran Lu*; Weihai Li; Yuanzhi Yao; Nenghai Yu

Workshops

Multi-dimensional Data Association and inTelligent Analysis (MDATA 2021)

Oct 11th,09:00-10:00,10:30-11:30,Madrid 2 Hall

• Dynamic Topic Model for Tracking Topic Evolution and Measuring Popularity of Scientific Literature
• A Method for Discovering Hidden Patterns of Cybersecurity Knowledge Based on Hierarchical Clustering
• An Overview of Entity Alignment: Cross Language and Graph Approaches
• Hierarchical Cooperative Social Spider Algorithm for Community Detection in Large Network
• RanPAS A Behavior-based System for Ransomware Detection
• Identifying Reply Relationships from Telegram Groups Using Multi-Features Fusion
• A Manifold Learning Method to Passage Retrieval for Open-Domain Question Answering
• BDCP: An Improved Nested Named Entity Recognition Model Based on LSTM
• Survey on Temporal Knowledge Graph

Big Data and Business Analytics (BDBA 2021) & Multi-Source Network Fusion and Analysis (MSNFA 2021)

Oct 11th,09:00-10:00,10:30-11:30,Madrid 3 Hall

• Pneumonia Detection with U-EfficientNet
• Graph Neural Network Based User Group Comments Interaction Behavior Prediction on Microblog Websites
• Insider Threat Detection Based on User Historical Behavior and Attention Mechanism
• Interframe Variance in Vehicle Re-identification
• A Survey on Smart Home Privacy Data Protection Technology
• Rooted Subtrees Recursive Neural Networks on Graphs
• Multi-dimensional Intelligent Network Asset Identification

Big Data Mining for Cyberspace (BDMC 2021)

Oct 11th,09:00-10:00,10:30-11:30,Madrid 5 Hall

• Research on Requirements Recommendation Method for High-end Equipment Based on Generative Adversarial Networks
• Self-attention UNet Model for Radar Based Precipitation Nowcasting
• Adversarial Attacks on Vehicle Re-Identification
• Research on Strategy Selection of Dynamic Defense Based on Game Theory
• A Survey of DeepFakes Generation and Detection
• Generating Highly Structured Inputs: A Survey
• The controlled sharing mechanism for private data based on blockchain
• Research on Progress of Blockchain Access Control

Digital Humanities and Computer Arts (DHCA 2021)

Oct 11th,13:30-15:30,Madrid 2 Hall

• User Experience based Perspective Guidance Method for Immersive Interactive Video
• Research on the application of digital media technology in media convergence
• Art Experience Innovation Design in Digital Media Era
• Analysis of Visual Subject Types in Immersive Image
• The Manifestation of Gamification in App Content Design

Network Security Analysis for Cyberspace (NSAC 2021)

Oct 11th,13:30-15:30,Madrid 3 Hall

• Focus on the Stability of Large Systems: Toward Automatic Prediction and Analysis of Vulnerability Threat Intelligence
• Review on Fuzz Testing for Protocols in Industrial Control Systems
• Investigations on Answer Selection Based on Co-attention Guided Stacked BiLSTM with BERT
• A Method of Malicious Data Flow Detection Based on Convolutional Neural Network
• A Joint Warning and Notification Mechanism for Cybersecurity Incidents
• A Survey of Cyber Security Approaches for Prediction

Situation Awareness Analysis for Cyberspace Security (SAACS 2021)

Oct 11th,13:30-15:30,16:00-18:00,Madrid 5 Hall

• APT Detection Based on Association Rule Mining with Bayesian Model
• A New Method for Malware Detection Based on Energy
• Smart grid terminal security assessment method based on subjective and objective comprehensive weighting
• An android malware detection approach using multi-feature fusion and TF-IDF algorithm
• High Efficient and Secure Chaos-Based Compressed Spectrum Sensing in Cognitive Radio IoT Network
• A Survey of Advanced Persistent Threats Attack and Defense
• Detecting Adversarial Samples in Neural Network with Statistical Metrics: A Study
• An APT Malware Classification Method Based on Adaboost Feature Selection and LightGBM
• The overview of spin in software model checking
• Intelligent device identification method based on network packet fingerprint
• A Novel Malware Encrypted Traffic Detection Framework Based On Ensemble Learning

Vulnerability Analysis and Adversarial Learning (VAAL 2021)

Oct 11th,16:00-18:00,Madrid 2 Hall

• Code Decoupling Execution Isolating Based on TF Card Firmware Extension
• Software Misconfiguration Troubleshooting Based on State Analysis
• A Multilevel Non-interference Vulnerability Analysis Method for Information Leakage Problem
• Android Malware Detection: Multi Model Collaborative Detection System Based on Credibility
• IfCut: If Branch Cutting Based Fuzzing System
• GraphEye: A Novel Solution for Detecting Vulnerable Functions Based on Graph Attention Network
• Deep Learning Framework Fuzzing Based on Model Mutation
• Machine Learning for Software Vulnerability Analysis: A Survey
• Gradient-oriented gray-box protocol fuzzing

Cybersecurity for Critical Infrastructure Systems (CCIS 2021)

Oct 11th,16:00-18:00,Madrid 3 Hall

• Security Analysis of Fuzzy Network Graph via Connectivity Indices
• A Honeypot-enabled SDN-based Selector for Industrial Device Access Control
• Networked Device Identification: A Survey
• Differential Cryptanalysis of TweGIFT-128 Based on Neural Network
• Enhancing Continuous Service of Information Systems Based on Cyber Resilience
• Information Security Detection Technology for Industrial Control Equipment Modeling Generated by Excitation Traversal Test Based on Big Data
• Review of Firmware Homology Detection：a System Aspect