BE/BTech & ME/MTech Final Year Projects for Computer Science | Information Technology | ECE Engineer | IEEE Projects Topics, PHD Projects Reports, Ideas and Download | Sai Info Solution | Nashik |Pune |Mumbai
director@saiinfo settings_phone02536644344 settings_phone02048614848 settings_phone+919270574718 +919096813348 settings_phone+919028924212
logo


SAI INFO SOLUTION


Diploma | BE |B.Tech |ME | M.Tech |PHD

Project Development and Training

Search Project by Domainwise


NETWORK ANOMALY DETECTION


Real time solar Street light.p

Workflow Scheduling in Multi-T

Design and Evaluation of Netwo
Abstract


In this project we try to find anomalies in a time series network traffic using two techniques. We first model the network traffic as an undirected weighted graph. Using personalized page rank we rank each IP for each day of the Network data. We try to find if the page rank of any node changed significantly across days. A significant increase or decrease in the rank may mean that the node started sending too many packets or started receiving too many packets from other servers. We model the rank of each IP in a time series and use Mean Shift model to estimate the change point. If we detect a change point we flag it as anomaly. We try the algorithm on challenge network dataset. We further try the analysis on Darpa Test Dataset and measure the prediction and recall value over the labeled dataset. Finally we run the algorithm on sipscan real-time dataset and try to find IPâ??s with anomalous behaviors. Another approach used is based on detecting changes in Isomorphic graph sub-components to detect presence of anomalies on a given time period by considering multiple time periodsâ?? data points.

KeyWords
PageRank,Anomaly,Graph,Network,TimeSeries



Share
Share via WhatsApp
BE/BTech & ME/MTech Final Year Projects for Computer Science | Information Technology | ECE Engineer | IEEE Projects Topics, PHD Projects Reports, Ideas and Download | Sai Info Solution | Nashik |Pune |Mumbai
Call us : 09096813348 / 02536644344
Mail ID : developer.saiinfo@gmail.com
Skype ID : saiinfosolutionnashik