Tadqiqot Bo'limlari

PHD dissertatsiya asosida o'tkazilgan tadqiqot ishlari

Metodologiya

Design Science Research Methodology (DSRM) asosida tadqiqot o'tkazildi.

Problem identification va motivation

Konfidensial ma'lumotlar harakatini nazorat qilish muammosini aniqlash

Objectives definition

Tadqiqot maqsadlarini va vazifalarini belgilash

Design and development

Algoritmlar va modellarni ishlab chiqish

Demonstration

Taklif qilingan yechimlarni namoyish qilish

Evaluation

Tizim samaradorligini baholash

Communication

Natijalarni ilmiy jamiyatga taqdim etish

Taklif qilingan algoritmlar

Real-time Monitoring Algoritmlari

Tarmoq paketlarini real vaqtda tahlil qilish algoritmi

Packet Capture Stream Processing Real-time Classification Traffic Analysis

Konfidensial Ma'lumotlar Aniqlash

Konfidensial ma'lumotlarni aniqlash algoritmi

Content Analysis Pattern Recognition Machine Learning Deep Learning

Tarmoq Protokollarini Tahlil

Tarmoq oqimini nazorat qilish algoritmi

Protocol Parsing State Machine Message Analysis Flow Reconstruction

Tadqiqot natijalari

30-50%

Performance yaxshilanish

Mavjud tizimlarga nisbatan performance yaxshilanish

2-4%

Accuracy yaxshilanish

Konfidensial ma'lumotlarni aniqlash aniqligi

20-50%

Xarajatlar kamayishi

Operatsion xarajatlarning kamayishi

4.5/5

Foydalanuvchi qoniqish

Foydalanuvchilar qoniqish darajasi

Ilmiy nashrlar

Algorithms for Real-time Monitoring of Confidential Data Movement in Computer Networks

IEEE Transactions on Network Security

This paper presents novel algorithms for real-time monitoring of confidential data movement in computer networks...

2024 Ko'rish

Machine Learning Approaches for Confidential Data Classification

ACM Computing Surveys

This survey paper reviews machine learning approaches for confidential data classification...

2024 Ko'rish

Network Protocol Analysis for Security Applications

Computer Networks

This paper presents methods for network protocol analysis in security applications...

2024 Ko'rish

Tadqiqot

Tadqiqot Bo'limlari

Metodologiya

Problem identification va motivation

Objectives definition

Design and development

Demonstration

Evaluation

Communication

Taklif qilingan algoritmlar

Real-time Monitoring Algoritmlari

Konfidensial Ma'lumotlar Aniqlash

Tarmoq Protokollarini Tahlil

Tadqiqot natijalari

Ilmiy nashrlar

Algorithms for Real-time Monitoring of Confidential Data Movement in Computer Networks

Machine Learning Approaches for Confidential Data Classification

Network Protocol Analysis for Security Applications

Tadqiqot Statistikasi