Using random forest algorithm to detect and prevent intrusion in a telecommunication network Department: Computer Science By: MIke_Tech_World Project ID: 9631 Rating: (5.0) votes: 1Rate this project12345 Price:₦5000 Get the Complete MaterialAbstractThe increasing dependence on telecommunication networks for communication and data exchange has made network security a critical concern. Telecommunication networks are constantly exposed to various forms of cyber threats, including unauthorized access, denial-of-service attacks, probing, and other malicious activities that can compromise network resources and user information. Traditional security mechanisms may not always effectively detect evolving and complex network intrusions, creating the need for intelligent and reliable intrusion detection techniques. This project focuses on the use of the Random Forest algorithm to detect and prevent intrusion in a telecommunication network. The proposed system applies machine learning techniques to network traffic data in order to identify patterns associated with normal and malicious activities. Relevant network traffic features are extracted and preprocessed before being used to train the Random Forest classification model. The trained model classifies network activities as either legitimate or intrusive and generates alerts when suspicious activities are detected. Appropriate preventive measures can then be applied to reduce the impact of identified threats. The performance of the proposed system is evaluated using standard network intrusion datasets based on metrics such as accuracy, precision, recall, F1-score, and detection rate. The results are expected to demonstrate the effectiveness of Random Forest in identifying different categories of network attacks while maintaining reliable classification performance. The study provides a machine-learning-based approach that can contribute to improving the security, reliability, and resilience of telecommunication networks....Preview Download Preview +Other Computer Science project topics and materials you might be interested in»Design and Implementation of digital library system»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)»Design and Implementation of Student Project Management and Allocation System»Design and Implementation of online cash receipt generating system for a supermarket»Design and Implementation of a Software Result Processing and Transcript Generation System»Design and Implementation of computerized hospital database management system»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)»Design and Implementation of Online Birth and Death Registration System»Design and Implementation of Online Clearance System»Design and Implementation of Loan Management System with SMS Notification»Design and Implementation of Computerized Staff Record Department»Design and Implementation of Cyber Cafe Security»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)»Design and Implementation of a Computerized Fraud Detection in a Bank»Design and Simulation of a Secured Wireless Network