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Muhammad Adriansyah
Universitas Muhammadiyah Bengkulu
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Optimization of the Jaro-Winker and Levenshtein Algorithms for a Thesis Title Filtering System at the UMB Faculty of Engineering Muhammad Adriansyah; Dedy Abdullah; Ardi Wijaya; Gunawan Gunawan
Jurnal Multidisiplin Dehasen (MUDE) Vol 5 No 4 (2026): Oktober
Publisher : LPPJPHKI Universitas Dehasen Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37676/mude.v5i4.12752

Abstract

Thesis title screening is crucial to prevent duplication of scientific work in the Faculty of Engineering, Universitas Muhammadiyah Bengkulu.2 This study examines the optimization of the similarity threshold for Jaro-Winkler and Levenshtein Distance algorithms using 50 dummy thesis title pairs.3 Binary evaluation shows that the Jaro-Winkler algorithm achieves optimal performance with an F1-score of 1.000 at a 0.85 threshold.3 Meanwhile, Levenshtein Distance achieves its optimal performance at a 0.70 threshold with an F1-score of 0.837.3 The Wilcoxon Signed-Rank test confirms a statistically significant difference in performance between the two algorithms with . The title screening system is recommended to implement the Jaro-Winkler algorithm.3
Co-Authors Dedy Abdullah Gunawan Gunawan Wijaya, Ardi