Lessons Learned on Machine Learning for Computer Security

被引：0

作者：

Arp, Daniel ^{[1
,2
]}

Quiring, Erwin ^{[3
,4
]}

Pendlebury, Feargus ^{[2
]}

Warnecke, Alexander ^{[1
]}

Pierazzi, Fabio ^{[5
]}

Wressnegger, Christian ^{[6
,7
]}

Cavallaro, Lorenzo ^{[2
]}

Rieck, Konrad ^{[1
]}

机构：

[1] Tech Univ Berlin, Berlin, Germany

[2] UCL, London, England

[3] ICSI, Bochum, Germany

[4] Ruhr Univ Bochum, Bochum, Germany

[5] Kings Coll London, London, England

[6] KASTEL Secur Res Lab, Karlsruhe, England

[7] Karlsruhe Inst Technol, Karlsruhe, Germany

来源：

IEEE SECURITY & PRIVACY | 2023年 / 21卷 / 05期

关键词：

Privacy; Machine learning; Computer security;

D O I：

10.1109/MSEC.2023.3287207

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We identify 10 generic pitfalls that can affect the experimental outcome of AI driven solutions in computer security. We find that they are prevalent in the literature and provide recommendations for overcoming them in the future.

引用

页码：72 / 77

页数：6

共 50 条

[1] Machine learning for computer security
Chan, Philip K.
Lippmann, Richard P.
JOURNAL OF MACHINE LEARNING RESEARCH, 2006, 7 : 2669 - 2672
[2] Formal Verification for Computer Security: Lessons Learned and Future Directions
Song, Dawn
PROCEEDINGS OF THE 2016 16TH CONFERENCE ON FORMAL METHODS IN COMPUTER-AIDED DESIGN (FMCAD 2016), 2016, : 1 - 1
[3] Pitfalls in Machine Learning for Computer Security
Arp, Daniel
Quiring, Erwin
Pendlebury, Feargus
Warnecke, Alexander
Pierazzi, Fabio
Wressnegger, Christian
Cavallaro, Lorenzo
Rieck, Konrad
COMMUNICATIONS OF THE ACM, 2024, 67 (11) : 104 - 112
[4] Machine learning meets visualization - Experiences and lessons learned
Ngo, Quynh Quang
Dennig, Frederik L.
Keim, Daniel A.
Sedlmair, Michael
IT-INFORMATION TECHNOLOGY, 2022, 64 (4-5): : 169 - 180
[5] Machine Learning and Radiogenomics: Lessons Learned and Future Directions
Kang, John
Rancati, Tiziana
Lee, Sangkyu
Oh, Jung Hun
Kerns, Sarah L.
Scott, Jacob G.
Schwartz, Russell
Kim, Seyoung
Rosenstein, Barry S.
FRONTIERS IN ONCOLOGY, 2018, 8
[6] Integrating Computer Security into the Undergraduate Software Engineering Classes: Lessons Learned
Pancho-Festin, Susan
Mendoza, Marie Jo-anne
2014 INTERNATIONAL CONFERENCE ON TEACHING, ASSESSMENT AND LEARNING (TALE), 2014, : 395 - 397
[7] Machine Learning in Computer Security Is Difficult to Fix
Biggio, Battista
COMMUNICATIONS OF THE ACM, 2024, 67 (11) : 103 - 103
[8] Security for SMEs – Lessons learned
Siegwart C.
Rosenhauer C.
Krammel M.
Frey G.
VDI Berichte, 2023, 2023 (2419): : 973 - 984
[9] Lessons in machine learning model deployment learned from sepsis
Lyons, Patrick G.
Singh, Karandeep
MED, 2022, 3 (09): : 597 - 599
[10] Machine learning for computer security: A guide to prospective authors
Giacinto, Giorgio
Dasarathy, Belur V.
INFORMATION FUSION, 2011, 12 (03) : 238 - 239

← 1 2 3 4 5 →