Online English Summarizer tool, free and accurate!
In this paper, the problem of detecting adversarial methods on the basis of mimicry against
locality-based classifiers has been studied in detail.In particular, the locality-based
mimicry by noise generation slightly outperformed the padding-based method, but both approaches
strengthened the importance of acquiring a representative set of observations for building a more
robust adversarial model.An exhaustive revision of the state-of-the-art
has been conducted, from which locality-based mimicry by action pruning and noise generation
were presented as effective methods for thwarting conventional machine-learning-based masquerade
detection capabilities.
In this paper, the problem of detecting adversarial methods on the basis of mimicry against
locality-based classifiers has been studied in detail. An exhaustive revision of the state-of-the-art
has been conducted, from which locality-based mimicry by action pruning and noise generation
were presented as effective methods for thwarting conventional machine-learning-based masquerade
detection capabilities. The first of them assumed that the attacker might limit its intrusion activities
according to guidelines triggered by adversarial models, and the second considered that adversaries
might conduct padding actions with a similar guidance. These tactics serve to demonstrate in the
WUIL dataset that some of the classical machine learning enablers applied to masquerade detection
operated inaccurately in the face of these threats. The two obfuscation methods have proven effective
with promising results when hindering the detective capabilities of the defensive system expressed
as the accurate detection of both legitimate and attack situations. In particular, the locality-based
mimicry by noise generation slightly outperformed the padding-based method, but both approaches
strengthened the importance of acquiring a representative set of observations for building a more
robust adversarial model. These outcomes encouraged the beginning of the design of strengthening
capabilities against similar adversarial behaviors, which are the focus of our current activities that
extend from this line of research.
Summarize English and Arabic text using the statistical algorithm and sorting sentences based on its importance
You can download the summary result with one of any available formats such as PDF,DOCX and TXT
ٌYou can share the summary link easily, we keep the summary on the website for future reference,except for private summaries.
We are working on adding new features to make summarization more easy and accurate
Phobia is a feeling of fear towards something that may be normal to other people.There are many type...
تعتمد طريقة استحداث تدفقات الخزينة أو كما يطلق عليها أيضا طريقة التدفقات النقدية المخصومة على استحدا...
مع التطور التكنولوجي السريع وتزايد استخدام الإنترنت بشكل واسع، أصبحت منصات التجارة الإلكترونية أداة ...
ملاحظة: ويمكن أن توفر مراكز الاشراف والرقابة المهنية بعض التدخلات الأساسية لحماية صحة العمال في مراح...
ويسهم نموذج "بيرسون" في فهم سلوك العلاقات العامة، من خلال تحديد طبيعة العلاقة بين المسؤولية الاجتماع...
الشريف الرضى: هو محمد بن الحسين الموسوى، ولد ببغداد سنة ٣٥٩ للهجرة، وكان أبوه نقيب العلويين وعسى بتخ...
Title: **Caring for Our Environment: A Three-Pronged Approach** Our environment is our shared home,...
شهد التعمير منذ الاستقلال وإلى حد الآن تطورات هامة وهيكلية ليصبح قطاعا منظما وحيويا. "بعد الاستقلال ...
#سسة ا ا ا #رو ا 0000# 0# #سة ا # #0 0# ##سة ا ## # ا و ه00 9 الانتخابية . 2 المبحث الأول: ضمانات ن...
تقبل واقعك : لكي تتمكن من التكيف مع المتغيرات ،عليك أن تتقبل واقعك كما هو بدلاً من أن تحزن وتكتئب ، ...
بحث تخرج بعنوان أثر تطبيق تحليل البيانات الضخمة على الأداء المصرفي في فلسطين المقدمة تحليل البيانا...
ومتى شَعَرَ الرَّجلُ من آخر بإنكار شيء من فضله، أو بتعسفه في معارضة رأيه رآه غير موضع للصحبة والمعا...