| 000 | 07000cam a2200517 i 4500 | ||
|---|---|---|---|
| 999 |
_c91868 _d91868 |
||
| 005 | 20250816110101.0 | ||
| 006 | m o d | ||
| 007 | cr cnu---unuuu | ||
| 008 | 250816s2023 njum ob u001 0 eng | ||
| 020 |
_a9781119898870 _qhardcover |
||
| 020 |
_a9781119898894 _qelectronic book |
||
| 020 |
_a1119898897 _qelectronic book |
||
| 020 |
_a9781119898887 _qelectronic book |
||
| 020 |
_a1119898889 _qelectronic book |
||
| 020 |
_a9781119898900 _qelectronic book |
||
| 020 |
_a1119898900 _qelectronic book |
||
| 035 | _a(OCoLC)1372138336 | ||
| 040 |
_aDLC _beng _erda _cDLC _dYDX _dDG1 |
||
| 041 | _aeng | ||
| 042 | _apcc | ||
| 050 | 0 | 4 |
_aTK5105.59 _b.T365 2023 |
| 082 | 0 | 0 |
_a005.8/8 _223/eng/20230302 |
| 100 | 1 |
_aTari, Zahir, _d1961- _0https://id.loc.gov/authorities/names/nb99009922 _eauthor. |
|
| 245 | 1 | 0 |
_aData exfiltration threats and prevention techniques : _bmachine learning and memory-based data security / _cZahir Tari, RMIT University, Melbourne, Australia, Nasrin Sohrabi, RMIT University, Melbourne, Australia, Yasaman Samadi, RMIT University, Melbourne, Australia, Jakapan Suaboot, Prince of Songkla University, Phuket, Thailand. |
| 264 | 1 |
_aHoboken, New Jersey : _bJohn Wiley & Sons, Inc., _c[2023] |
|
| 300 |
_a1 online resource (xxiii, 260 pages) : _billustrations. |
||
| 336 |
_atext _btxt _2rdacontent. |
||
| 337 |
_acomputer _bc _2rdamedia. |
||
| 338 |
_aonline resource _bcr _2rdacarrier. |
||
| 340 |
_2rdacc _0http://rdaregistry.info/termList/RDAColourContent/1003. |
||
| 504 | _aIncludes bibliographical references and index. | ||
| 505 | 0 | _aTable of Contents About the Authors xv Acknowledgments xvii Acronyms xix Abstract xxi 1 Introduction 1 1.1 Data Exfiltration Methods 3 1.2 Important Questions 7 1.3 Book Scope 9 1.4 Book Summary 11 1.5 Book Structure 15 2 Background19 2.1 Hidden Markov Model 19 2.2 Memory Forensics 24 2.3 Bag-of-Words Model 27 2.4 Sparse Distributed Representation 28 2.5 Summary 29 3 Data Security Threats 31 3.1 Data Security 32 3.2 Security vs. Protection vs. Privacy 35 3.3 Advanced Persistent Threats Attacks 36 3.4 Cybersecurity Threats 38 3.5 Conclusion 59 4 Use Cases Data Leakage Attacks 63 4.1 Most Significant Attacks 63 4.2 Top Infection Vectors 68 4.3 Top Threats of Recent Years 70 4.4 Malware Development Trends 71 4.5 Geographic Trends 75 4.6 Industry Trends 78 4.7 Conclusion 80 5 Survey on Building Block Technologies 83 5.1 Motivation 83 5.2 Background 87 5.3 Taxonomy 96 5.4 Supervised Learning Methods 98 5.5 Systematic Literature Review 107 5.6 Evaluation of Supervised Learning Methods 108 5.7 Key Open Problems 125 5.8 Summary 127 6 Behavior-Based Data Exfiltration Detection Methods 141 6.1 Motivation 141 6.2 Existing Methods 144 6.3 Sub-Curve HMM Method 148 6.4 Evaluation 159 6.5 Experimental Results 164 6.6 Discussion 172 6.7 Summary 173 7 Memory-Based Data Exfiltration Detection Methods 181 7.1 Motivation 181 7.2 Existing Methods 183 7.3 Concepts 186 7.4 Fast Lookup Bag-of-Words (FBoW) 191 7.5 Evaluation 199 7.6 Summary 215 8 Temporal-Based Data Exfiltration Detection Methods 221 8.1 Motivation 221 8.2 Existing Methods 223 8.3 Definitions 225 8.4 Temporary Memory Bag-of-Words (TMBoW) 229 8.5 Experimental Results 234 8.6 Summary 245 9 Conclusion 249 9.1 Summary 249 9.2 What Is Innovative in the Described Methods? 251 9.3 What Is Next? 253 Index 255 | |
| 520 |
_a"Data Exfiltration Threats and Prevention Techniques provides readers the knowledge needed to prevent and protect from malware attacks, raising awareness of the increasing number of attacks each year. Provided with a detailed description of the recent advances in data exfiltration detection methods and technologies, the authors discuss details of data breach countermeasures and attack scenarios to show how the reader may identify a potential cyber attack in the real world. Aimed at professionals and students alike, this book highlights a range of machine learning methods that can be used to detect potential data theft, identifying research gaps and the potential to make change in the future as technology continues to grow. Comprised of eight chapters, this book presents a better understanding of the core issues related to the cyber-attacks as well as the recent methods"-- _cProvided by publisher. |
||
| 545 | 0 | _aAbout the Authors Zahir Tari is Professor at RMIT and Research Director of the RMIT Centre of Cyber Security Research and Innovation. Nasrin Sohrabi received a PhD in Computer Science from RMIT University, Australia. She is a Postdoctoral Research Fellow in Cloud, Systems and Security discipline, School of Computing Technologies, RMIT University and a core member of the RMIT Centre of Cyber Security Research and Innovation (CCSRI). She has several publications in highly ranked conferences and journals, including ICDE, IEEE Transactions on Services Computings, ACM Computing surveys, IEEE Transactions on Transportation systems, IEEE Transactions on Smart Grids. Yasaman Samadi is a PhD student in Computer Science at RMIT University, Australia and a researcher in Quantum Cybersecurity. Yasaman has a Master’s in Computer Architecture and worked as a quantum engineer at QBee. Jakapan Suaboot received his PhD in Cybersecurity from RMIT, Australia. He previously worked as a Lecturer for the Department of Computer Engineering from Prince of Songkla University, Phuket, Thailand. | |
| 650 | 0 |
_aComputer security _0https://id.loc.gov/authorities/subjects/sh90001862 _xComputer programs. _0https://id.loc.gov/authorities/subjects/sh99005296. |
|
| 650 | 0 |
_aComputer networks _xSecurity measures _0https://id.loc.gov/authorities/subjects/sh94001277 _xComputer programs. _0https://id.loc.gov/authorities/subjects/sh99005296. |
|
| 650 | 0 |
_aMalware (Computer software) _0https://id.loc.gov/authorities/subjects/sh2009005103 _xIdentification _0https://id.loc.gov/authorities/subjects/sh2002011456 _xComputer programs. _0https://id.loc.gov/authorities/subjects/sh99005296. |
|
| 650 | 0 |
_aMalware (Computer software) _0https://id.loc.gov/authorities/subjects/sh2009005103 _xPrevention _0https://id.loc.gov/authorities/subjects/sh99002416 _xComputer programs. _0https://id.loc.gov/authorities/subjects/sh99005296. |
|
| 650 | 0 |
_aInformation filtering systems. _0https://id.loc.gov/authorities/subjects/sh2007004860. |
|
| 655 | 4 | _aElectronic books. | |
| 700 | 1 |
_aSohrabi, Nasrin, _d1982- _0https://id.loc.gov/authorities/names/n2023008816 _eauthor. |
|
| 700 | 1 |
_aSamadi, Yasaman, _d1993- _0https://id.loc.gov/authorities/names/n2023008817 _eauthor. |
|
| 700 | 1 |
_aSuaboot, Jakapan, _d1984- _0https://id.loc.gov/authorities/names/n2023008818 _eauthor. |
|
| 856 | 4 | 0 |
_uhttps://onlinelibrary.wiley.com/doi/book/10.1002/9781119898900 _yFull text is available at Wiley Online Library Click here to view |
| 942 | _2ddc | ||