About: Feature space for statistical classification of Java source code patterns

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

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	To develop a reliable statistical classifiers of Java source code patterns, a feature space has to be developed and thoroughly examined as there are little general recommendations, such as in the field of image processing. This paper deals with development and evaluation of such feature space. Current version of feature space consisting of four categories and forty features is presented. Moreover, since feature collection from a source code is a non-trivial task, method of data acquisition with help of newly constructed domain specific language is given. Another issue that has to be solved is determination of structure of particular patterns, as their implementation can vary with different software projects. Straightforward patterns may have little explanatory power for project's architecture, however it could be demanding to detect more abstract ones. In addition, the proposed patterns should meet standards recognized by the software engineering community. To develop a reliable statistical classifiers of Java source code patterns, a feature space has to be developed and thoroughly examined as there are little general recommendations, such as in the field of image processing. This paper deals with development and evaluation of such feature space. Current version of feature space consisting of four categories and forty features is presented. Moreover, since feature collection from a source code is a non-trivial task, method of data acquisition with help of newly constructed domain specific language is given. Another issue that has to be solved is determination of structure of particular patterns, as their implementation can vary with different software projects. Straightforward patterns may have little explanatory power for project's architecture, however it could be demanding to detect more abstract ones. In addition, the proposed patterns should meet standards recognized by the software engineering community. (en)
Title	Feature space for statistical classification of Java source code patterns Feature space for statistical classification of Java source code patterns (en)
skos:prefLabel	Feature space for statistical classification of Java source code patterns Feature space for statistical classification of Java source code patterns (en)
skos:notation	RIV/68407700:21340/14:00218677!RIV15-MSM-21340___
http://linked.open...avai/riv/aktivita	I P S
http://linked.open...avai/riv/aktivity	I, P(LG13031), S
http://linked.open...vai/riv/dodaniDat	2015
http://linked.open...aciTvurceVysledku	Rost, Michal Virius, Miroslav Smolka, Josef Mojzeš, Matej
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	České vysoké učení technické v Praze / Fakulta jaderná a fyzikálně inženýrská
http://linked.open...dnocenehoVysledku	16598
http://linked.open...ai/riv/idVysledku	RIV/68407700:21340/14:00218677
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	statistical classifier; Java; source code pattern; feature space (en)
http://linked.open.../riv/klicoveSlovo	source code pattern Java feature space statistical classifier
http://linked.open...ontrolniKodProRIV	[490EBE6B67E7]
http://linked.open...v/mistoKonaniAkce	Velké Karlovice
http://linked.open...i/riv/mistoVydani	Ostrava
http://linked.open...i/riv/nazevZdroje	Proceedings of the 2014 15th International Carpathian Control Conference (ICCC)
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	4 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Collaboration of the Czech Republic with CERN
http://linked.open...UplatneniVysledku	2014
http://linked.open...iv/tvurceVysledku	Rost, Michal Smolka, Josef Virius, Miroslav Mojzeš, Matej
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2014-05-28 (xsd:date)
number of pages	5 (xsd:int)
http://bibframe.org/vocab/doi	10.1109/CarpathianCC.2014.6843627
http://purl.org/ne...btex#hasPublisher	Vysoká škola báňská - Technická univerzita Ostrava
https://schema.org/isbn	9781479935284
http://localhost/t...ganizacniJednotka	21340

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