About: Information-theoretic feature selection algorithms for text classification

Facets (new session)
Description
Metadata
Settings
- owl:sameAs
- Inference Rule:

About: Information-theoretic feature selection algorithms for text classification Goto Sponge Distinct Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Four new algorithms for feature/word selection for the purpose of text classification are presented. Sequential forward selection method based on improved mutual information criterion functions is used. The performance of the proposed criteria compared to the information gain which evaluate features individually is discussed. Experimental results using naive Bayes classifier based on multinomial model, linear support vector machine and k-nearest neighbor classifiers on the Reuters data are analyzed. Four new algorithms for feature/word selection for the purpose of text classification are presented. Sequential forward selection method based on improved mutual information criterion functions is used. The performance of the proposed criteria compared to the information gain which evaluate features individually is discussed. Experimental results using naive Bayes classifier based on multinomial model, linear support vector machine and k-nearest neighbor classifiers on the Reuters data are analyzed. (en)
Title	Information-theoretic feature selection algorithms for text classification Information-theoretic feature selection algorithms for text classification (en)
skos:prefLabel	Information-theoretic feature selection algorithms for text classification Information-theoretic feature selection algorithms for text classification (en)
skos:notation	RIV/67985556:_____/05:00411380!RIV10-MSM-67985556
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(1M0572), P(GA102/03/0049), P(IAA2075302), P(KSK1019101), Z(AV0Z10750506)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Malík, Antonín Novovičová, Jana
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	524971
http://linked.open...ai/riv/idVysledku	RIV/67985556:_____/05:00411380
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	text classification; feature selection; mutual information (en)
http://linked.open.../riv/klicoveSlovo	mutual information feature selection text classification
http://linked.open...ontrolniKodProRIV	[BE593F1ADA49]
http://linked.open...v/mistoKonaniAkce	Montreal
http://linked.open...i/riv/mistoVydani	Los Alamitos
http://linked.open...i/riv/nazevZdroje	Proceedings of the International Joint Conference on Neural Networks
http://linked.open...in/vavai/riv/obor	BB
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Data, algorithms, decision making Mathematics, computer science and cybernetics: methods, tools and applications Dynamic clustering: theory, algorithms and software Multi-dimensional Compound Probabilistic Models
http://linked.open...UplatneniVysledku	2005
http://linked.open...iv/tvurceVysledku	Novovičová, Jana Malík, Antonín
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2005-07-31 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Pokročilé matematické metody získávání, zpracování a využití informací a znalostí ve složitých a nedeterministických systémech
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	IEEE Computational Intelligence Society
https://schema.org/isbn	0-7803-9048-2
is http://linked.open...avai/riv/vysledek of	Information-theoretic feature selection algorithms for text classification

Faceted Search & Find service v1.16.118 as of Jun 21 2024

Alternative Linked Data Documents: ODE Content Formats:

RDF

ODATA

Microdata

About

OpenLink Virtuoso version 07.20.3240 as of Jun 21 2024, on Linux (x86_64-pc-linux-gnu), Single-Server Edition (126 GB total memory, 85 GB memory in use)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software