Full Description
This book constitutes the refereed proceedings of the 13th EAI International Conference on Practical Aspects of Digital Forensics and Cyber Crime, ICDF2C 2022, held in Boston, MA, during November 16-18, 2022.
The 28 full papers included in this book were carefully reviewed and selected from 80 submissions. They were organized in topical sections as follows: Image Forensics; Forensics Analysis; spread spectrum analysis; traffic analysis and monitoring; malware analysis; security risk management; privacy and security.
Contents
Image Forensics.- Image-to-Image Translation Generative Adversarial Networks for Video Source Camera Falsification.- Towards efficient on-site CSAM triage by clustering images from a source point of view.- Can Image Watermarking Efficiently Protect DeepLearning-Based Image Classifiers? - A Preliminary Security Analysis of an IP-Protecting Method.- Forensics Analysis.- Digital Forensics Tool Evaluation on Deleted Files.- Forensic Analysis of Webex on the iOS Platform.- Watch Your WeChat Wallet: Digital Forensics Approach on WeChat Payments on Android.- Crypto Wallet Artifact Detection on Android Devices using Advanced Machine Learning Techniques.- SPREAD SPECTRUM ANALYSIS.- CSCD: A Cyber Security Community Detection Scheme on Online Social Networks.- Shedding Light on Monopoly: Temporal Analysis of Drug Trades.- Extracting Spread-Spectrum Hidden Data Based on Better Lattice Decoding.- TRAFFIC ANALYSIS AND MONITORING.- MQTT Traffic Collection and ForensicAnalysis Framework.- IoT Malicious Traffic Detection Based on FSKDE and Federated DIOT-Pysyft.- Crime and Incident Watch for Smart Cities: A Sensor-Based Approach.- Malware Analysis.- The Lightweight Botnet Detection Model Based on the Improved UNet.- On the application of active learning to handle data evolution in Android malware detection.- Volatility Custom Profiling for Automated Hybrid ELF Malware Detection.- Security Risk Management.- The Need for Biometric Anti-Spoofing Policies: The Case of Etsy.- VPnet: A Vulnerability Prioritization Approach Using Pointer Network and Deep Reinforcement Learning.- Are External Auditors Capable of Dealing with Cybersecurity Risks?.- Deep Learning-based Detection of Cyberattacks in Software-Defined Networks.- Deep Learning Based Network Intrusion Detection System for Resource-Constrained Environments.- Poisoning-Attack Detection using an Auto-Encoder for Deep Learning Models.- PRIVACY AND SECURITY.- Attribute-based Proxy Re-encryption with Privacy Protection for Message Dissemination in VANET.- PBPAFL: A Federated Learning Framework with Hybrid Privacy Protection for Sensitive Data.- Cyber Crime undermines Data Privacy efforts - On the Balance between Data Privacy and Security.- Automating the Flow of Data Between Digital Forensic Tools using Apache NiFi.- Android Mobile Terminal Security Assessment Based on Analytical Hierarchy Process (AHP).- A General Steganalysis Method of QR Codes.
