0% Complete
English
صفحه اصلی
/
شانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Intent-Based Classification of Multi-Stage Cyber Attacks Using Attacker TTPs and Machine Learning
نویسندگان :
Fatemeh Imanimehr
1
Hamed Ebrahimi
2
1- پژوهشگاه ارتباطات و فناوری اطلاعات
2- پژوهشگاه ارتباطات و فناوری اطلاعات
کلمات کلیدی :
Multi-Stage Attack،Machine Learning-Based Classification،Adversary TTPs
چکیده :
In this paper, we propose a novel method for classifying multi-stage adversarial attacks based on attacker intent and objectives, leveraging the structured knowledge of adversary behaviors encapsulated in the MITRE ATT\&CK framework. The proposed approach processes outputs from Security Information and Event Management (SIEM) systems and analyzes observed Tactics, Techniques, and Procedures (TTPs) to infer attacker intent through machine learning–based classification. We evaluate four widely used classifiers and select Random Forest as the optimal model based on standard performance metrics. Experimental results demonstrate that the Random Forest classifier accurately identifies attacker intent with high precision and robust performance.
لیست مقالات
لیست مقالات بایگانی شده
AI-based Message Spam Classification Framework for Secure Autonomous Vehicles Communication
Riya Upadhyay - Mili Virani - Lakshit Pathak - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh
A Data-Driven Hybrid Algorithm for 2D Path Planning via Modeling and Metaheuristic-Based Identification
Vahid Safari Dehnavi - Masoud Shafiee
PersianRAG A Retrieval Augmented Generation System for Persian Language
Hossein Hosseini - Mohammad Sobhan Zare - Amir Hossein Mohammadi - Arefeh Kazemi - Zahra Zojaji - Mohammad Ali Nematbakhsh
Classification of Personality Traits on Facebook Using Key Phrase Extraction, Language Models and Machine Learning
Faezeh Safari - Abdolah Chalechale
طبقه بندی آسیبهای لیگامنت با استفاده از تحلیل تصاویر تشدید مغناطیسی توسط الگوریتمهای یادگیری عمیق
محسن اکبری - دکتر مریم مؤمنی محسن اکبری - مریم مؤمنی -
Effective Classifier for Predicting Churn in Payment Terminals Using RFM model and Deep Neural Network
Dr Mahila Dadfarnia - Ali Alemi Matinpour - Dr Monireh Abdoos
Classification and Evaluation of Privacy Preserving Data Mining Methods
Negar Nasiri - Mohammadreza Keyvanpour
A method for image steganography based on chaotic maps and advanced compression algorithms
Mohammad Yousefi Sorkhi
Intelligent Transportation System (ITS) Using Internet of Things (IoT)
Engineer Reza Khalilian - Dr. Abdalhossein Rezai - Dr. Sayyed Mohammad Reza Talakesh
A Joint Trajectory and Energy Harvesting Method for an UAV Enabled Disaster Response Network
Hosein Mohammadi Firozjae - Javad Zeraatkar Moghaddam - Mehrdad Ardebilipour
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.8.0
