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All Journal Melek IT: Information Technology Journal
Denni Aldi Ramadhani
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Computer Science & IT Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering

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Klasifikasi Kebutuhan Non-Fungsional Menggunakan Fsknn Dengan Pengembangan Sinonim Dan Hipernim Berbasis Iso/Iec 9126 Denni Aldi Ramadhani; Siti Rochimah; Umi Laili Yuhana
Melek IT : Information Technology Journal Vol. 1 No. 2 (2015): Melek IT : Information Technology Journal
Publisher : Informatics Engineering Department-UWKS

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (766.329 KB) | DOI: 10.30742/melekitjournal.v1i2.45

Abstract

Non-functional requirements is one of the important factors that play a role in the success of software development that is often forgotten by the developer, causing adverse effects. To obtain the non-functional requirements needed an automation system identification non-functional requirements. In this study proposed an an automation system of identification of non-functional requirements from the requirement sentences based classification algorithms FSKNN with term enrichment on training data using synonyms and combined hypernym and synonyms based on ISO / IEC 9126. In the testing phase the dataset of requirement sentence used was 1342 sentences from six different datasets Results of this research is the term enrichment by using a combination hypernym and synonyms can improve performance accuracy by 8.1%, precision by 13% and a recall by 4.9%.
Co-Authors Siti Rochimah Yuhana, Umi Laili