NDLI: Decision tree classifier for network intrusion detection with GA-based feature selection

Please wait, while we are loading the content...

Intelligent handoff management with interference control for next generation wireless systems

Common criteria requirements modeling and its uses for quality of information assurance (QoIA)

Resource-constrained loop scheduling in high-level synthesis

Development of techniques for visualization of scalar and vector fields in an immersive environment (CAVE)

An evolving power saving model for monitoring sensor networks using cellular automata

Decision tree classifier for network intrusion detection with GA-based feature selection

A genetic programming formulation to evade proportional navigation

Population dynamics visualization system for management of airborne biochemical agents attacks

Cross-layer path computation for dynamic traffic grooming: in mesh WDM optical networks

Alert confidence fusion in intrusion detection systems with extended Dempster-Shafer theory

Categorization of common coupling in kernel based software

NotiFly: enhancing design through claims-based personas and knowledge reuse

Improving quality of service for streaming multimedia applications in ubiquitous mobile environment

A dynamic data mining technique for intrusion detection systems

Template extraction from candidate template set generation: a structure and content approach

Evolution of artificial agents in a realistic virtual environment

A packet processor for a learning-based routing protocol

Preventing the capture of sensitive information

Token-based dynamic trust establishment for web services

Acquiring and delivering lessons learned for NASA scientists and engineers: a dynamic approach

A birth-death dynamic model of scale-free networks

State based authentication

Toward software requirements modularization using hierarchical clustering techniques

Image is everything: advancing HCI knowledge and interface design using the system image

Multi-criteria approach in configuration of energy efficient sensor networks

A stochastic estimator/detector for mitigating denial of service attacks

Software-based dynamic thermal management for Linux systems

On the convergence of image compression and object recognition

Multi-level secure video streaming over SRTP

A simulation model of IS security

The print scraping system

Using nonlinear dimensionality reduction in 3D figure animation

IFTP-W: a TCP-friendly protocol for multimedia applications over wireless networks

Information security models and metrics

Generative approaches for application tailoring of mobile devices

Interactive 3D terrain exploration and visualization

Bibliometric approach to community discovery

Simple certified e-check with a partial PKI solution

Application development for desktop and PDA-style devices: issues and lessons learned

Relative localization from image sequences

DOCSIS performance evaluation: piggybacking versus concatenation

A GUI for intrusion detection and related experiences

Certified memory management for proof-carrying code: a region-based type system and runtime library

Visual aids to create a knowledge base with reusable objects across disciplines

An implementation of hierarchical signal processing on wireless sensor in TinyOS environment

Early detection and propagation mitigation of worm programs

Real-time intelligent program stock trading

A new framework for recovery of shape of the right ventricle from GBP SPECT images

Simulating application level self-similar network traffic using hybrid heavy-tailed distributions

Local and global analysis: complementary activities for increasing the effectiveness of requirements verification and validation

Monitor color and repetition as factors in human-computer interaction

The role of social structures in mobile ad-hoc networks

Programming in the MPL-RM programming language

Setting up a Web100-Dummynet testbed for research in transport layer protocols

Open source license alternatives for software applications: is it a solution to stop software piracy?

UbiquitousSurvey: a framework supporting mobile field survey data collection and analysis

Maintainability and reusability issues in CORBA-based systems

Performance evaluation on CRL distribution using flooding in mobile ad hoc networks (MANETs)

Reducing application code complexity with vocabulary-specific XML language bindings

Power sensitive power control in ad networks

Supporting access control policies across multiple operating systems

Relying on time synchronization for security in ad hoc networks

An experimental evaluation of a distributed Java compiler

A quantum no-key protocol for secure data communication

Project management for the $21^{st}$ century: supporting collaborative design through risk analysis

Next generation wireless systems using Markov decision process model

Object-oriented behavioral testing through trace generation

An architecture for high-speed execution of upper layer (4-7) network protocols

The use of dynamic tracing for troubleshooting

An efficient approximation to wait time in M/M/c queues with application to staffing planning

The movable point problem and its resolution in object type graphs

Decreasing broadcast in route discovery using vectors in mobile ad hoc networks

An excel based Semantic email system

The SONET ring transport planning problem

JCPNet tool and automated analysis of distributed systems

A variation of reporting center scheme

Exploring communication overheads and locking policies in a peer-to-peer synchronous collaborative editing system

RTP and TCP based MIDI over IP protocols

Making digital tickets possible via the microsoft smartphone

Wireless course management system

Population dynamics visualization system for management of airborne biochemical agents attacks

Using genetic algorithm to minimize the effect of interference for broadband wireless access network

An online bookstore using JSP technology

Sync-TCP in high-speed environments

Exploring the portability and extensibility of XML schema generated web applications

AQM performance in multiple congested link networks

Customizing model-view-controller design pattern for Web controlled household appliances and devices

A compression scheme for video conferencing

Ontology-supported sharing and reuse of knowledge in diverse environments

A web-based programming environment for LEGO mindstorms robots

Visualization of an intelligent integrated health management system for rocket propulsion

Pure object-based domain model for enterprise systems

Decision tree classifier for network intrusion detection with GA-based feature selection

Content Provider	ACM Digital Library
Author	Wu, Annie S. Hua, Kien A. Chen, Bing Stein, Gary
Abstract	Machine Learning techniques such as Genetic Algorithms and Decision Trees have been applied to the field of intrusion detection for more than a decade. Machine Learning techniques can learn normal and anomalous patterns from training data and generate classifiers that then are used to detect attacks on computer systems. In general, the input data to classifiers is in a high dimension feature space, but not all of features are relevant to the classes to be classified. In this paper, we use a genetic algorithm to select a subset of input features for decision tree classifiers, with a goal of increasing the detection rate and decreasing the false alarm rate in network intrusion detection. We used the KDDCUP 99 data set to train and test the decision tree classifiers. The experiments show that the resulting decision trees can have better performance than those built with all available features.
Starting Page	136
Ending Page	141
Page Count	6
File Format	PDF
ISBN	1595930590
DOI	10.1145/1167253.1167288
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2005-03-18
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Genetic algorithm Intrusion detection Decision trees
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in