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Table of Contents Advances in Digital Forensics XVII Gilbert Peterson, Sujeet Shenoi Front Matter PART I Themes and Issues DIGITAL FORENSIC ACQUISITION KILL CHAIN – ANALYSIS AND DEMONSTRATION Gunnar Alendal, Geir Olav Dyrkolbotn, Stefan Axelsson 3-19 ENHANCING INDUSTRIAL CONTROL SYSTEM FORENSICS USING REPLICATION-BASED DIGITAL TWINS Marietheres Dietz, Ludwig Englbrecht, Günther Pernul 21-38 COMPARISON OF CYBER ATTACKS ON SERVICES IN THE CLEARNET AND DARKNET York Yannikos, Quang Anh Dang, Martin Steinebach 39-61 PART II Approximate Matching Techniques USING PARALLEL DISTRIBUTED PROCESSING TO REDUCE THE COMPUTATIONAL TIME OF DIGITAL MEDIA SIMILARITY MEASURES Myeong Lim, James Jones 65-87 EVALUATION OF NETWORK TRAFFIC ANALYSIS USING APPROXIMATE MATCHING ALGORITHMS Thomas Göbel, Frieder Uhlig, Harald Baier 89-108 PART III Advanced Forensic Techniques LEVERAGING USB POWER DELIVERY IMPLEMENTATIONS FOR DIGITAL FORENSIC ACQUISITION Gunnar Alendal, Stefan Axelsson, Geir Olav Dyrkolbotn 111-133 DETECTING MALICIOUS PDF DOCUMENTS USING SEMI-SUPERVISED MACHINE LEARNING Jianguo Jiang, Nan Song, Min Yu, Kam-Pui Chow, Gang Li, Chao Liu, Weiqing Huang 135-155 MALICIOUS LOGIN DETECTION USING LONG SHORT-TERM MEMORY WITH AN ATTENTION MECHANISM Yanna Wu, Fucheng Liu, Yu Wen 157-173 PART IV Novel Applications PREDICTING THE LOCATIONS OF UNREST USING SOCIAL MEDIA Shengzhi Qin, Qiaokun Wen, Kam-Pui Chow 177-191 EXTRACTING THREAT INTELLIGENCE RELATIONS USING DISTANT SUPERVISION AND NEURAL NETWORKS Yali Luo, Shengqin Ao, Ning Luo, Changxin Su, Peian Yang, Zhengwei Jiang 193-211 SECURITY AUDITING OF INTERNET OF THINGS DEVICES IN A SMART HOME Suryadipta Majumdar, Daniel Bastos, Anoop Singhal 213-234 PART V Image Forensics INDIAN CURRENCY DATABASE FOR FORENSIC RESEARCH Saheb Chhabra, Gaurav Gupta, Garima Gupta, Monika Gupta 237-253 SECURITY AND PRIVACY ISSUES RELATED TO QUICK RESPONSE CODES Pulkit Garg, Saheb Chhabra, Gaurav Gupta, Garima Gupta, Monika Gupta 255-267

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