Classification of non-functional requirements using fuzzy similarity KNN Based on ISO / IEC 25010

Irit Maulana Sapta Raharja, Daniel Oranova Siahaan

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

16 Citations (Scopus)

Abstract

In developing software, one of the important role is non-functional requirements. They are often forgotten by the developer, so that it causes adverse effects. For this reason, a non-functional requirement classification method is needed to make it easier for software developers to classify non-functional requirements from requirement document. Most of studies in this area are focusing on single label classification. However, a non-functional requirement sentence can be classified to more than one class. Therefore, a classification technique that support multi-labels was needed. This research proposes a model for classifying non-functional requirements into quality aspects based on ISO/IEe 25010. It uses Fuzzy Similarity KNN (FSKNN) for building the sentence-based classification model. Six difference dataset which is contain 1432 sentence is used in the test. Best accuracy, precision and recall value from classification using FSKNN respectively is 42.8%, 68.1%, and 55.9%.

Original languageEnglish
Title of host publicationProceedings of 2019 International Conference on Information and Communication Technology and Systems, ICTS 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages264-269
Number of pages6
ISBN (Electronic)9781728121338
DOIs
Publication statusPublished - Jul 2019
Event12th International Conference on Information and Communication Technology and Systems, ICTS 2019 - Surabaya, Indonesia
Duration: 18 Jul 2019 → …

Publication series

NameProceedings of 2019 International Conference on Information and Communication Technology and Systems, ICTS 2019

Conference

Conference12th International Conference on Information and Communication Technology and Systems, ICTS 2019
Country/TerritoryIndonesia
CitySurabaya
Period18/07/19 → …

Keywords

  • Classification
  • FSKNN
  • ISO /IEC 25010
  • Non-Functional Requirements

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