Search

Advanced Search

Find results with:

Add another field

Search by date

to

Searching collections:

Institutional Repository

Add or remove collections

Home The Importance of Using Multiple Styles of Generalization

Rate

To link to this object, paste this link in email, IM or document

To embed this object, paste this HTML in website

The Importance of Using Multiple Styles of Generalization

View Description

Download

small (250x250 max)

medium (500x500 max)

large ( > 500x500)

Full Resolution

Print

PDF
Text

Description

Rating
Permanent URL	http://hdl.lib.byu.edu/1877/2442
Title	The Importance of Using Multiple Styles of Generalization
BYU Creator	Martinez, Tony R. Wilson, D. Randall
Keywords	training set; generalization
Description/Abstract	There are many ways for a learning system to generalize from training set data. There is likely no one style of generalization which will solve all problems better than any other style, for different styles will work better on some applications than others. This paper presents several styles of generalization and uses them to suggest that a collection of such styles can provide more accurate generalization than any one style by itself. Empirical results of generalizing on several real-world applications are given, and comparisons are made on the generalization accuracy of each style of generalization. The empirical results support the hypothesis that using multiple generalization styles can improve generalization accuracy.
Source	Wilson, D. R. and Martinez, T. R., "The Importance of Multiple Styles of Generalization", Proceedings of the International Conference on Artificial Neural Networks and Expert Systems ANNES'93, pp. 54-57, 1993.;
Publisher	IEEE
Date Original	1993
Date Digital	2010-09-09
Language	English eng en
Publication Type	Peer-Reviewed Articles Conference Proceedings
Type	Text
Format	application/pdf
Owning Institution	Brigham Young University
BYU College	College of Physical and Mathematical Sciences
BYU Department	Computer Science
Copyright Status	(c) 1993 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.;
Copyright Use Information	http://www.lib.byu.edu/generic_copyright.html

Tags

Add tags for The Importance of Using Multiple Styles of Generalization

View as list | View as tag cloud | report abuse

Comments

Post a Comment for The Importance of Using Multiple Styles of Generalization

you wish to report:

Your comment:

Your Name:

Submit

Cancel

...

Powered by CONTENTdm®