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Agent and Multi-Agent Systems: Technologies and Applications: 4th KES International Symposium, KES-AMSTA 2010, Gdynia, Poland, June 23-25, 2010. Proceedings, Part II by Lakhmi C Jain, Ngoc-Thanh Nguyen, Robert J. Howlett, Piotr Jedrzejowicz (Paperback, 2010)

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Presented experiments show that usage ofevolutionary approach to feature - duction is justi?ed.Feature selection as well as construction gives goodresults. It is noticeable that attribute construction's best results assign higher classi?- tion accuracy than feature selection alone.That is why, carrying out selection before construction to decrease searchingspace isagoodsolution. Because of indeterministicbehavior of neuralnetworks,it was di?cultto - ducefeaturesetincaseofusingthemto evaluatecandidateresults.Forexample, aneuralnetworklearntverywellondatathatwasdescribedbyfullattributeset, but when thisset was decreased it had huge problems to do this duringrequired number ofepochs.That suggests that usingC4.5 ismuchmore preferred. Numerous experiments havebeen performed and observed.Analysis ofabove results allowsto put the hypothesisthat it is worth to use Construction module as the feature set reduction. But experiments show that Constructormodule does not work sowell whenitusesthe whole initial set offeatures - the search space istoo large.Soit is worth to use ?rstly Selectorand nextConstructor. The second important issue isthatConstructor destructs the semanticmeaning of the features.New constructed features are notunderstandableforusers.In some real-liveproblems measuring offeature values isquite expensive, forsuch problems selector seems to be more suitable because itdiminishes a number of realfeatures.To constructonefeaturesa number ofreal(measured)featurescan be required. Obtainedresults haveencouragedus to extendour system,especiallythe c- structormodule.Weplan to developenlarged set offunctionsFwhich allowsto use the system with data containingdi?erenttype offeatures,not only nume- cal. Such system will be veri?ed usingagreater number ofbenchmark data sets as well as real data. Acknowledgments. This work ispartially ?nanced fromthe Ministryof S- ence and Higher Education Republic of Polandresources in 2008-2010 years as a Poland-Singapore joint research project 65/N-SINGAPORE/2007/0.

Product Identifiers

Publisher
Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
ISBN-13
9783642135408
eBay Product ID (ePID)
95860757

Product Key Features

Author
Lakhmi C Jain, Ngoc-Thanh Nguyen, Robert J. Howlett, Piotr Jedrzejowicz
Publication Name
Agent and Multi-Agent Systems: Technologies and Applications: 4th KES International Symposium, KES-AMSTA 2010, Gdynia, Poland, June 23-25, 2010. Proceedings, Part II
Format
Paperback
Language
English
Subject
Engineering & Technology, Social Sciences, Government, Computer Science
Publication Year
2010
Type
Textbook
Number of Pages
443 Pages

Dimensions

Volume
6071

Additional Product Features

Series Title
Lecture Notes in Artificial Intelligence
Editor
Ngoc-Thanh Nguyen, Lakhmi C Jain, Piotr Jedrzejowicz, Robert J. Howlett
Country/Region of Manufacture
Germany

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Agent and Multi-Agent Systems: Technologies and Applications: 4th KES International Symposium, KES-AMSTA 2010, Gdynia, Poland, June 23-25, 2010. Proceedings, Part II by Lakhmi C Jain, Ngoc-Thanh Nguyen, Robert J. Howlett, Piotr Jedrzejowicz (Paperback, 2010)

About this product

Product Information

Product Identifiers

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Best Selling in School Textbooks & Study Guides

Self-Made Man: My Year Disguised as a Man by Norah Vincent (Paperback, 2006)

The Big Book of Catapult and Trebuchet Plans! by Ron L Toms (Paperback, 2010)

Tracks, Scats and Other Traces: Reissue by Barbara Triggs (Paperback, 2004)

Charles Hanon: The Virtuoso Pianist In Sixty Exercises For The Piano (Book I) by Hal Leonard Corporation (Paperback, 1986)

Step-by-step Drawing Book by Fiona Watt (Paperback, 2014)

Save on School Textbooks & Study Guides

Viktor Schauberger The Water Wizard (Paperback)

Secret Teachings of All Ages: An Encyclopedic Outline of Masonic, Hermetic, Qabb

Powerless: Tiktok Made Me Buy It! an Epic and Sizzling Fantasy Romance Not to Be

Super Gut: a Four-Week Plan to Reprogram Your Microbiome, Restore Health and Los

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