Layered Approach Using Conditional Random Fields for Intrusion Detection
Thread Rating:
  • 0 Vote(s) - 0 Average
  • 1
  • 2
  • 3
  • 4
  • 5
project report helper
Active In SP
**

Posts: 2,270
Joined: Sep 2010
#1
09-10-2010, 05:23 PM



.pdf   4479491.pdf (Size: 3.77 MB / Downloads: 348)
Layered Approach Using Conditional Random Fields for Intrusion Detection

Kapil Kumar Gupta, Baikunth Nath, Senior Member, IEEE, and
Ramamohanarao Kotagiri, Member, IEEE

Abstract—Intrusion detection faces a number of challenges; an intrusion detection system must reliably detect malicious activities
in a network and must perform efficiently to cope with the large amount of network traffic. In this paper, we address these two issues
of Accuracy and Efficiency using Conditional Random Fields and Layered Approach. We demonstrate that high attack detection
accuracy can be achieved by using Conditional Random Fields and high efficiency by implementing the Layered Approach.
Experimental results on the benchmark KDD ’99 intrusion data set show that our proposed system based on Layered Conditional
Random Fields outperforms other well-known methods such as the decision trees and the naive Bayes. The improvement in attack
detection accuracy is very high, particularly, for the U2R attacks (34.8 percent improvement) and the R2L attacks (34.5 percent
improvement). Statistical Tests also demonstrate higher confidence in detection accuracy for our method. Finally, we show that our
system is robust and is able to handle noisy data without compromising performance.
Reply
vijaysagar
Active In SP
**

Posts: 1
Joined: Jan 2011
#2
20-01-2011, 02:22 PM

I NEED PPT AND DOCUMENTION AND ABSTRACT FOR THIS PROJECT
Reply
rsindhu
Active In SP
**

Posts: 1
Joined: Sep 2011
#3
24-09-2011, 11:32 AM

i need ppt for this topic
Reply
seminar addict
Super Moderator
******

Posts: 6,592
Joined: Jul 2011
#4
26-09-2011, 02:44 PM

to get more information about the topic "Layered Approach Using Conditional Random Fields for Intrusion Detection" please refer the link bellow

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection?pid=56871#pid56871
Reply
geethaanjali78
Active In SP
**

Posts: 1
Joined: Feb 2012
#5
19-02-2012, 10:17 PM

i need ppt for this topic to understand tis.can u pls send it.
Reply
seminar paper
Active In SP
**

Posts: 6,455
Joined: Feb 2012
#6
20-02-2012, 10:53 AM

to get more information about the topic "Layered Approach Using Conditional Random Fields for Intrusion Detection" please refer the link bellow

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection?pid=56871#pid56871
Reply
seminar paper
Active In SP
**

Posts: 6,455
Joined: Feb 2012
#7
24-02-2012, 12:00 PM

to get information about the topic layered approach using conditional random fields for intrusion detection full report ppt and related topic refer the link bellow

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection--22131
Reply
divyapvs
Active In SP
**

Posts: 2
Joined: Dec 2011
#8
27-02-2012, 09:17 PM

how the conditional random fields are used in this project and implimentation
Reply
seminar paper
Active In SP
**

Posts: 6,455
Joined: Feb 2012
#9
13-03-2012, 01:35 PM


to get information about the topic"layered approach using conditional random fields for intrusion detection" full report ppt and related topic refer the link bellow

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection--22131
Reply
divyapvs
Active In SP
**

Posts: 2
Joined: Dec 2011
#10
18-03-2012, 07:44 PM

please upload document for this project and implimentation.............
Reply
seminar paper
Active In SP
**

Posts: 6,455
Joined: Feb 2012
#11
19-03-2012, 10:52 AM

to get information about the topic "Layered Approach Using Conditional Random Fields for Intrusion Detection" full report ppt and related topic refer the link bellow

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection

topicideashow-to-layered-approach-using-conditional-random-fields-for-intrusion-detection--22131
Reply

Important Note..!

If you are not satisfied with above reply ,..Please

ASK HERE

So that we will collect data for you and will made reply to the request....OR try below "QUICK REPLY" box to add a reply to this page

Quick Reply
Message
Type your reply to this message here.


Image Verification
Please enter the text contained within the image into the text box below it. This process is used to prevent automated spam bots.
Image Verification
(case insensitive)

Possibly Related Threads...
Thread Author Replies Views Last Post
  DETECTION OF WORMHOLE ATTACK IN MANET seminar ideas 5 1,399 26-08-2015, 12:37 AM
Last Post: Leenas
  Cut Detection in Wireless Sensor Networks pdf project girl 2 1,272 16-07-2015, 09:21 PM
Last Post: Guest
  edi layered architecture in e-commerce jaseelati 0 210 19-02-2015, 03:02 PM
Last Post: jaseelati
  analysis on credit card fraud detection methods ppt jaseelati 0 154 22-01-2015, 02:45 PM
Last Post: jaseelati
  credit card fraud detection using hidden markov model project download jaseelati 0 295 10-01-2015, 01:34 PM
Last Post: jaseelati
  analysis on credit card fraud detection methods ppt jaseelati 0 148 09-01-2015, 02:41 PM
Last Post: jaseelati
  credit card fraud detection ppt jaseelati 0 196 27-12-2014, 01:11 PM
Last Post: jaseelati
Video Random Access Memory ( Download Full Seminar Report ) computer science crazy 2 2,419 10-05-2014, 09:44 AM
Last Post: seminar project topic
Lightbulb Fraud detection system for card transactions ffffff123456 0 395 26-04-2014, 05:19 AM
Last Post: ffffff123456
  Intrusion Detection: An Energy Efficient Approach in Heterogeneous WSN pdf study tips 1 948 09-02-2014, 05:40 PM
Last Post: Guest