Melek IT: Information Technology Journal
Vol. 1 No. 2 (2015): Melek IT : Information Technology Journal

Klasifikasi Kebutuhan Non-Fungsional Menggunakan Fsknn Dengan Pengembangan Sinonim Dan Hipernim Berbasis Iso/Iec 9126

Denni Aldi Ramadhani (Unknown)
Siti Rochimah (Unknown)
Umi Laili Yuhana (Unknown)



Article Info

Publish Date
31 Dec 2015

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%.

Copyrights © 2015






Journal Info

Abbrev

melekit

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering

Description

The Journal invites original articles and not simultaneously submitted to another journal or conference. The whole spectrum of Information Technology is welcome, which includes, but is not limited to Information System in Application, Machine Learning & Soft Computing, Multimedia & Game Technology, ...