Using XGBoost to Discover Infected Hosts Based on HTTP Traffic

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Detecting Bot Networks Based On HTTP And TLS Traffic Analysis

Abstract— Bot networks are a serious threat to cyber security, whose destructive behavior affects network performance directly. Detecting of infected HTTP communications is a big challenge because infected HTTP connections are clearly merged with other types of HTTP traffic. Cybercriminals prefer to use the web as a communication environment to launch application layer attacks and secretly enga...

متن کامل

Traffic congestion control using Smartphone sensors based on IoT Technology

Traffic congestion in road networks is one of the main issues to be addressed, also vehicle traffic congestion and monitoring has become one of the critical issues in road transport. With the help of Intelligent Transportation System (ITS), current information of traffic can be used by control room to improve the traffic efficiency. The suggested system utilize technologies for real-time collect...

متن کامل

Accelerating the XGBoost algorithm using GPU computing

We present a CUDA-based implementation of a decision tree construction algorithm within the gradient boosting library XGBoost. The tree construction algorithm is executed entirely on the graphics processing unit (GPU) and shows high performance with a variety of datasets and settings, including sparse input matrices. Individual boosting iterations are parallelised, combining two approaches. An ...

متن کامل

MMPP-based HTTP traffic generation with multiple emulated sources

In this article we propose a new tool, named Raw Packet Sender (RPS), for testing the performance of WWW servers. Our solution allows for testing with arbitrary number of source IP addresses although the traffic originates from only one physical NIC. In order to better mimic the real life environment we implemented an HTTP session interarrival time generator based on Markov Modulated Poisson Pr...

متن کامل

HTTP Traffic Graph Clustering using Markov Clustering Algorithm

Graph-based techniques and analysis have been used for IP network traffic analysis. The objective of this paper is to study the hosts' interaction behavior and use graph clustering algorithm, the Markov clustering algorithm, to group (cluster) hosts which have interaction using the HTTP protocol. Using real network traces, the clustering results show that MCL algorithm successfully group t...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Security and Communication Networks

سال: 2019

ISSN: 1939-0114,1939-0122

DOI: 10.1155/2019/2182615