Misleading metrics
نویسندگان
چکیده
منابع مشابه
Misleading Metrics: On Evaluating Machine Learning for Malware with Confidence
Malware pose a serious and challenging threat across the Internet and the need for automated learning-based approaches has become rapidly clear. Machine learning has long been acknowledged as a promising technique to identify and classify malware threats; such a powerful technique is unfortunately often seen as a black-box panacea, where little is understood and the results—especially with high...
متن کاملPoster Misleading Metrics: On Evaluating ML for Malware with Confidence
Malware poses a serious and challenging threat and due to the sheer scale the need for automated learning-based approaches to deal with it has become rapidly clear. Swift analysis and prompt detection of these threats present one of the most pressing and important issues that plague the security of the Internet and its users. With more than 550,000 unique malware samples per day reported in Q4 ...
متن کاملMisleading Reference
We just became aware that the article [1] published in Entropy 2009 contains a false reference. From the list of references in [1] one gets the impression that the manuscript [2] has been accepted for publication in the journal Biophyical Chemestry. We have contacted the editors of that journal and they could tell us that [2] is a rejected manuscript, which is also the reason why the manuscript...
متن کاملMisleading Modern Malware
For practical purposes, information-gain adversarial malware may soon become undetectable using current function-based signaturematching AV techniques. We propose and sketch defenses that adopt an interactive approach, based on controlling information-centric KullbackLeibler distances.
متن کاملMisleading Statistical Studies
Large statistical studies in the social sciences, including one-off or repeated cross-sectional surveys, time-series surveys and cohort longitudinal research, offer important numeric evidence for policy making. Although single studies rarely occasion dramatic policy shifts, statistical research findings can affect policy debate, even if not always directly or openly. At best, these studies reve...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Antarctic Science
سال: 2016
ISSN: 0954-1020,1365-2079
DOI: 10.1017/s0954102016000067