Dos and Don'ts of Machine Learning in Computer Security

Dos and Don'ts of Machine Learning in Computer Security - USENIX

Dos and Don'ts of Machine Learning in Computer Security. Daniel Arp∗, Erwin Quiring†, Feargus Pendlebury‡§, Alexander Warnecke†, Fabio Pierazzi‡,. Christian ...

Dos and Don'ts of Machine Learning in Computer Security - arXiv

In this paper, we look at this problem with critical eyes. First, we identify common pitfalls in the design, implementation, and evaluation of learning-based ...

Dos and Don'ts of Machine Learning in Computer Security

Dos and Don'ts of Machine Learning in Computer Security · Sampling Bias · Label Inaccuracy · Data Snooping · Spurious Correlations · Biased Parameter Selection.

The Dos and Don'ts of Machine Learning in Computer Security

Machine learning in computer security helps quickly spot when something unusual is happening that might be a security threat.

Dos and Don'ts of Machine Learning in Computer Security [pdf]

All pitfalls are common knowledge in the field and not specific to security. But the security industry is still lagging behind here and the ...

Dos and Don'ts of Machine Learning in Computer Security

Machine learning has become an increasing useful and powerful tool for computer security. This paper has an outstanding exploration of.

Dos and Don'ts of Machine Learning in Computer Security

Request PDF | Dos and Don'ts of Machine Learning in Computer Security | With the growing processing power of computing systems and the ...

Dos and Don'ts of Machine Learning in Computer Security | Section 2

Machine learning holds immense potential to revolutionize cybersecurity, but its journey is riddled with hidden traps. The paper “Dos and Don'ts ...

[R] Dos and Don'ts of Machine Learning in Computer Security - Reddit

Despite great potential, machine learning in security is prone to subtle pitfalls that undermine its performance and render learning-based ...

Do's and Dont's of ML in Computer Security | PDF | Machine Learning

Dos and Don'ts of Machine Learning · This paper is included in the Proceedings of the · Open access to the Proceedings of the · Abstract and addressing security- ...

Pitfalls in Machine Learning for Computer Security

Pitfall Identification. We identify ten pitfalls as don'ts of machine learning in security and propose dos as actionable recommendations to ...

Dos and Don'ts of Machine Learning in Computer Security - Medium

Even if our sample size is large, sampling bias can still lead us to the wrong conclusions about the population we want to study. Careful ...

Dos and Don'ts of Machine Learning in Computer Security

Dos and Don'ts of Machine Learning in Computer Security. Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, Christian ...

Dos and Don'ts of Machine Learning in Computer Security

Dive into the research topics of 'Dos and Don'ts of Machine Learning in Computer Security'. Together they form a unique fingerprint. Sort by; Weight ...

Notes on Dos and Don'ts of Machine Learning in Computer Security

As with any other domain, Security is also heavily affected by bad data quality used for training. However, it's often worse in Security because ...

Dos and Don'ts of Machine Learning in Computer Security - Part 1

For the Seminar of week 3 of classes we read the paper: Dos and Don'ts of Machine Learning in Computer Security by Arp et al.

The Role of Machine Learning in Cybersecurity - ACM Digital Library

Next, in Section 4, we elucidate the cybersecurity tasks orthogonal to threat detection that can exploit the capabilities of ML to analyze unstructured data. In ...

Lessons Learned on Machine Learning for Computer Security

5.D. Arp et al., “Dos and don'ts of machine learning in computer security,” in Proc. USENIX Secur. Symp.

USENIX Security '22 - 'Dos and Don'ts Of Machine Learning In ...

Complete Title: 'USENIX Security '22 - Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, ...

Dos and Don'ts of Machine Learning in Computer Security - Part 2

This paper was split into two seminars, the first seminar covered Pitfalls of the Applying Machine Learning to Cyber Security, the post on the ...