实用人工智能：机器学习在增强恶意软件检测、分析和分类中的应用.pdf

1、Solomon SonyaDr.Dongyan Xu0 xSolomonSonya0 xSolomonSonya30 xSolomonSonya4http:/logout.hu/dl/upc/2011-06/230806_gremlin_in_my_computer-lyvind_berget.jpg,Retrieved 17 Sep 130 xSolomonSonyaAny sufficiently advanced technology is indistinguishable from magic.“-Arthur C.ClarkThe goal of this presentation

2、 is to demystify the incorporation of Artificial Intelligence/Machine Learning to aid in cyber security56Huyen,C.“What I learned from looking at 900 most popular open source AI tools”,Mar 14,2024,https:/ Naser Mahmood,and Mohammad Jabed Morshed Chowdhury.A systematic literature review on windows mal

3、ware detection:Techniques,research issues,and future directions.Journal of Systems and Software(2023):111921.There lacks a standardized malware language that uniformly describes static,dynamic,and memory malware analysis artifacts.There lacks a robust framework that automates malware analysis and pr

4、oduces features standardized to the aforementioned malware language ready for AI/ML/DL analysis.There is a lack of large,updated malware analysis datasets ready for immediate ingestion and AI/ML/DL modeling.There lacks an ensemble model capable of classifying large and highly diverse malware dataset

5、s with high precision and accuracy.100 xSolomonSonya11120 xSolomonSonya130 xSolomonSonya0 xSolomonSonya14Linear RegressionRidge,Lasso,ElasticNetRandom ForestGradient BoostingK-MeansHierarchical DB/HBSCANMean ShiftPCALDAT-SNEUMAPNave BayesLogistic RegressionSVM,KNNRF,DT,MLP15Machine Learning TasksSup

6、ervised LearningUnsupervised LearningClassification Regression Clustering DimensionalityReductionPerformance Evaluation of Supervised Machine Learning Algorithms in Prediction of Heart Disease,Sujatha&Mahalakshmi,20200 xSolomonSonya160 xSolomonSonyaDr.Dongyan Xu17 Problem Formulation Research Goals&