Research Sections

Research work based on PHD dissertation

Methodology

Research conducted based on Design Science Research Methodology (DSRM).

1

Problem identification and motivation

Identifying the problem of controlling confidential data movement

2

Objectives definition

Defining research goals and objectives

3

Design and development

Developing algorithms and models

4

Demonstration

Demonstrating proposed solutions

5

Evaluation

Evaluating system performance

6

Communication

Presenting results to the scientific community

Proposed algorithms

Real-time Monitoring Algorithms

Algorithm for real-time analysis of network packets

Packet Capture Stream Processing Real-time Classification Traffic Analysis

Confidential Data Detection

Algorithm for detecting confidential data

Content Analysis Pattern Recognition Machine Learning Deep Learning

Network Protocol Analysis

Algorithm for controlling network flows

Protocol Parsing State Machine Message Analysis Flow Reconstruction

Research Results

30-50%
Performance improvement
Performance improvement compared to existing systems
2-4%
Accuracy improvement
Accuracy of confidential data detection
20-50%
Cost reduction
Reduction in operational costs
4.5/5
User satisfaction
User satisfaction level

Scientific Publications

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 View

Machine Learning Approaches for Confidential Data Classification

ACM Computing Surveys

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

2024 View

Network Protocol Analysis for Security Applications

Computer Networks

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

2024 View

Research Statistics

Results of 3 years of research work

3
Years Research
Between 2021-2024
15+
Scientific Papers
IEEE, ACM journals
8
Conferences
International conferences
3
Patent
Algorithm patents