Hi there! Click one of our representatives below and we will get back to you as soon as possible.

Machine Learning Intrusion Detection in Big Data Era A Multi Objective Approach for Longer Model Lifespans

Brand:Cloudprism
Product Code:PROJ15609
Availability:In Stock
star_border star_border star_border star_border star_border
mode_comment0 reviews editWrite a review
  • 6,000.00INR

Despite highly accurate intrusion detection schemes based on machine learning (ML) reported in the literature, changes in network traffic behavior quickly yield low accuracy rates. An intrusion detection model update is not easily feasible due to the enormous amount of network traffic to be processed in near real-time for high-speed networks, in particular, under big data settings. In this paper, we propose a new scalable long-lasting intrusion detection architecture for the processing of network content and the building of a reliable ML-based intrusion detection model. Experiments performed through the analysis of five years of network traffic, about 20 TB of data, have shown that our approach extends the lifespan of our model by up to six weeks. That occurs because the average accuracy rate of our proposal lasted eight weeks after the training phase, and traditional ones reached only two weeks after the model building. Additionally, our proposal achieves up to 10 Gbps of detection throughput in a 20-core big data processing cluster.

                         


Write a review

Please login or register to review

Our Specialization

PremiumSupport Service
(Based on Service Hours)

Premium Development Service
(Based on Requirements)

Voice Conference Video On Demand Code Customization
24/7 Support Remote Connectivity Document Customization
Ticketing System Project on Demand Zoom/Google Meet Explanation
Live Chat Support Single Point of Contact(SPOC) Whatsapp Support

OUR HIGHLIGHTS

Discover our highlights here! Our highlights provide accurate data to evaluate our standard. We provide an overview of our services which exhibits the following qualities. When it comes to quality, we at ClickMyProject believe in helping our clients to gives you the best-in-class services.

23+

Years of Experience

20+

Specialized Domains

7.5L+

Projects Reached

99.9%

Customer Satisfied

Call Us
+91 96777-48277
Email
info@clickmyproject.com
Send Message
+91 96777-51577

Tags: 2021, JAVA, Cloud Computing

LiveZilla Live Chat Software
Free Website Hit Counter
Free website hit counter