An Ant Colony Algorithm for Classification Rule Discovery An Ant ...

5 downloads 955 Views 250KB Size Report
Apr 23, 2015 - Chapter 7. Evolution of Spatial Data Templates for Object Classification (pages 143-156) ... Online Symposium | Blogs | Catalogs | Newsletters.
An Ant Colony Algorithm for Classification Rule D...

http://www.igi-global.com/chapter/ant-colony-algo...

Shopping Cart | Login | Register | Language: English

BOOKS

JOURNALS

E-RESOURCES

TEACHING CASES

OnDEMAND

Search title, author, ISBN...

TOPIC COLLECTIONS

RESOURCES

MEDIA

Complete Book

An Ant Colony Algorithm for Classification Rule Discovery

$85.00 - $135.00 View Book Pricing Options

Rafael S. Parpinelli (Centro Federal de Educacao Tecnologica do Parano, Brazil), Heitor S. Lopes (Centro Federal de Educacao Tecnologica do Parano, Brazil) and Alex A. Freitas (Pontifica Universidade Catolica do Parana, Brazil) Copyright © 2002. 18 pages.

Full-text search over 79,600 research articles and chapters.

OnDemand Chapter PDF Download Download link provided immediately after order completion Current Promotions:

$30.00

List Price: $37.50

Full text search term(s)

20% Online Bookstore Discount*

Related Chapters

Available. Instant access upon order completion.

Data Mining and Business Intelligence © 2015, 11 pp.

Source title: Data Mining: A Heuristic Approach DOI: 10.4018/978-1-930708-25-9.ch010 | Cite Chapter Sample PDF

Favorite

Curtir

0

Tweet

0

The Role of Data Mining for Business Intelligence in... © 2015, 22 pp.

0

Data Quality for Data Mining in Business Intelligence... © 2015, 26 pp.

Abstract | Complete Chapter List Access on Platform

Recommend Send to a librarian Send to a colleague

Abstract

Top

This work proposes an algorithm for rule discovery called Ant-Miner (Ant Colony-Based Data Miner). The goal of Ant-Miner is to extract classification rules from data. The algorithm is based on recent research on the behavior of real ant colonies as well as in some data mining concepts. We compare the performance of Ant-Miner with the performance of the wellknown C4.5 algorithm on six public domain data sets. The results provide evidence that: (a) Ant-Miner is competitive with C4.5 with respect to predictive accuracy; and (b) the rule sets discovered by Ant-Miner are simpler (smaller) than the rule sets discovered by C4.5.

Available In

Purchase this chapter to continue reading all 18 pages >

ASD-BI © 2015, 22 pp. A Proactive Approach for BI © 2015, 15 pp. Analyzing Customer Behavior Using Online Analytical... © 2015, 21 pp. Web Mining for the Integration of Data Mining with... © 2015, 23 pp.

InfoSci-Books Library Science, Information Studies, and Education InfoSci-Library and Information Science

Browse by Subject

Complete Chapter List Search this Book: Full text search term(s)

Top Reset

Chapter 4

Business & Management

From Evolution to Immune to Swarm to? A Simple Introduction to Modern Heuristics (pages 72-96)

Computer Science & IT

Jay T. Rodstein, Katherine S. Watters

Education Engineering Environmental Science Library & Info. Science Media & Communications

More Library & Info. Science Titles

$30.00 List Price: $37.50

Sample PDF

Chapter 1 Approximating Proximity to Fast and Robust Distance-Based Clustering (pages 1-21)

$30.00 List Price: $37.50

Vladimir Estivill-Castro, Michael Houle Sample PDF

Medicine & Healthcare Public Administration

Chapter 2

Security & Forensics

On the Use of Evolutionary Algorithms in Data Mining (pages 22-46)

Social Science

$30.00 List Price: $37.50

Erick Cantu-Paz Sample PDF

Chapter 3 The Discovery of Interesting Nuggets Using Heuristic Techniques (pages 48-71)

$30.00 List Price: $37.50

Beatriz de la Iglesia, Victor J. Rayward-Smith Sample PDF

Chapter 5

$30.00

Estimation of Distribution Algorithms for Feature Subset Selection in Large Dimensionality List Price: $37.50 Domains (pages 97-116) Inaki Inza, Pedro Larranaga, Basilio Sierra Sample PDF

1 de 3

04/23/2015 05:17 PM

An Ant Colony Algorithm for Classification Rule D...

http://www.igi-global.com/chapter/ant-colony-algo...

Chapter 6

$30.00

Towards the Cross-Fertilization of Multiple Heuristics: Evolving Teams of Local Bayesian Learners (pages 117-142)

List Price: $37.50

Jorge Muruzabal Sample PDF

Chapter 7

$30.00

Evolution of Spatial Data Templates for Object Classification (pages 143-156)

List Price: $37.50

Neil Dunstan, Michael de Raadt Sample PDF

Chapter 8

$30.00

Genetic Programming as a Data-Mining Tool (pages 157-173)

List Price: $37.50

Peter W.H. Smith Sample PDF

Chapter 9

$30.00

A Building Block Approach to Genetic Programming for Rule Discovery (pages 174-190)

List Price: $37.50

Andries P. Engelbrecht, L. Schoeman, Sonja Rouwhorst Sample PDF

Chapter 10

$30.00

An Ant Colony Algorithm for Classification Rule Discovery (pages 191-208)

List Price: $37.50

Rafael S. Parpinelli, Heitor S. Lopes, Alex A. Freitas Sample PDF

Chapter 11

$30.00

Artificial Immune Systems: Using the Immune System as Inspiration for Data Mining (pages 209-230)

List Price: $37.50

Jonathan Timmis, Thomas Knight Sample PDF

Chapter 12

$30.00

aiNet: An Artificial Immune Network for Data Analysis (pages 231-260)

List Price: $37.50

Leandro Nunes de Castro, Fernando J. Von Zuben Sample PDF

Chapter 13 Parallel Data Mining (pages 261-289)

$30.00 List Price: $37.50

David Taniar, J. Wenny Rahayu Sample PDF

LEARN MORE: About IGI Global | Contact | Careers | FAQ RESOURCES FOR: Librarians | Authors/Editors | Distributors | Instructors | Translators MEDIA CENTER: Online Symposium | Blogs | Catalogs | Newsletters POLICIES: Privacy Policy | Content Reuse Policy | Ethics and Malpractice

2 de 3

Copyright © 1988-2015, IGI Global - All Rights Reserved IP Authenticated as UNIVERSIDADE DO ESTADO DE SANTA CATARINA (200.19.107.253)

04/23/2015 05:17 PM

An Ant Colony Algorithm for Classification Rule D...

3 de 3

http://www.igi-global.com/chapter/ant-colony-algo...

04/23/2015 05:17 PM