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20192021
most citedDomain Knowledge Aided Explainable Artificial Intelligence for Intrusion Detection and Response

15 citations · 17 across the 5 of their papers we have counts for

collaborators

6 papers

eess.SP2021

Precise Feature Selection and Case Study of Intrusion Detection in an Industrial Control System (ICS) Environment

Terry Guo, Animesh Dahal, Ambareen Siraj

This paper presents analytical techniques to improve redundancy and relevance assessment for precise selection of features in practical multi-class raw datasets. We propose a matri…

cs.CR2021

Privacy Protection of Grid Users Data with Blockchain and Adversarial Machine Learning

Ibrahim Yilmaz, Kavish Kapoor, Ambareen Siraj +1

Utilities around the world are reported to invest a total of around 30 billion over the next few years for installation of more than 300 million smart meters, replacing traditional…

cs.CR20211 cited

Improving DGA-Based Malicious Domain Classifiers for Malware Defense with Adversarial Machine Learning

Ibrahim Yilmaz, Ambareen Siraj, Denis Ulybyshev

Domain Generation Algorithms (DGAs) are used by adversaries to establish Command and Control (C\&C) server communications during cyber attacks. Blacklists of known/identified C\&C…

cs.LG2020

Avoiding Occupancy Detection from Smart Meter using Adversarial Machine Learning

ibrahim Yilmaz, Ambareen Siraj

More and more conventional electromechanical meters are being replaced with smart meters because of their substantial benefits such as providing faster bi-directional communication…

cs.LG20191 cited

Investigating bankruptcy prediction models in the presence of extreme class imbalance and multiple stages of economy

Sheikh Rabiul Islam, William Eberle, Sheikh K. Ghafoor +3

In the area of credit risk analytics, current Bankruptcy Prediction Models (BPMs) struggle with (a) the availability of comprehensive and real-world data sets and (b) the presence…

cs.AI201915 cited

Domain Knowledge Aided Explainable Artificial Intelligence for Intrusion Detection and Response

Sheikh Rabiul Islam, William Eberle, Sheikh K. Ghafoor +2

Artificial Intelligence (AI) has become an integral part of modern-day security solutions for its ability to learn very complex functions and handling "Big Data". However, the lack…