Implementasi Algoritma Levenshtein Distance dan TF-IDF Cosine Similarity pada Sistem Validasi Ejaan dan Deteksi Redundansi Artikel Ilmiah Berbasis Web
Abstract
Writing scientific articles requires attention to spelling accuracy, effective communication, and the prevention of redundancy. Manually checking for spelling errors and redundant passages is often time-consuming and requires meticulous effort. This research aims to implement the Levenshtein Distance algorithm, Term Frequency-Inverse Document Frequency (TF-IDF), and Cosine Similarity within a web-based system designed for spelling validation and redundancy detection in scientific articles. The system was developed using the Web Development Life Cycle (WDLC) methodology, encompassing planning, analysis, design, implementation, testing, and maintenance. The application accepts input in the form of raw text or .docx documents. Levenshtein Distance is employed to provide spelling correction recommendations based on a reference vocabulary, while TF-IDF and Cosine Similarity are used to calculate the degree of similarity between sections of the article. Functional testing was conducted using the black-box testing method across 15 scenarios. The test results indicate that all scenarios functioned as expected. The system integrates spelling validation and similarity analysis into a single application to facilitate a structured preliminary review of scientific articles.
Article Discovery & Scholarly Lookup
DOIAuthor Biographies
Program Studi Teknik Informatika, Sains Teknologi, Universitas Bina Darma, Kota Palembang, Provinsi Sumatera Selatan, Indonesia.
Program Studi Teknik Informatika, Sains Teknologi, Universitas Bina Darma, Kota Palembang, Provinsi Sumatera Selatan, Indonesia.
Program Studi Teknik Komputer, Fakultas Vokasi, Universitas Bina Darma, Kota Palembang, Provinsi Sumatera Selatan, Indonesia.
How to Cite
License & Copyright
This work is licensed under a Creative Commons Attribution 4.0 International License.
This is an open-access journal. All articles are distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Creative Commons Attribution 4.0 International (CC BY 4.0)Under this license, you are free to:
- Share: copy, distribute, and transmit the work in any medium or format.
- Adapt: remix, transform, and build upon the work for any purpose, even commercially.
You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
Copyright and Retention Copyright & Retention Authors retain copyright without restrictions and grant this journal the right of first publication under an open-access model. The journal retains non-exclusive publishing rights for archiving, indexing, and scholarly dissemination.References
Total: 24 References- Costa, A. N., Silva, F. O. da, & Moreira, J. J. (2024). Towards an AI-driven user interface design for web applications. Procedia Computer Science, 237, 179–186. https://doi.org/10.1016/j.procs.2024.05.094
- Edeline, N. P., Devi, R. S., Sintawati, K. S., & Pratama, J. B. (2025). Redundansi dalam karya tulis ilmiah: Analisis pola, dampak, dan strategi penulisan yang efektif. Jurnal Pengembangan dan Penelitian Pendidikan, 7(2), 112–123.
- French, A. M. (2011). Web development life cycle: A new methodology for developing web applications. Journal of Internet Banking and Commerce, 16(2), 1–13.
- Iryani, E., Wardani, P., Wahyuni, P., Suryani, T., & Triyanto, A. (2025). Studi berbasis korpus digital terhadap kesalahan ejaan artikel terindeks SINTA. MABASAN, 19(2), 289–304. https://doi.org/10.26499/mab.v19i2.890
- Kusuma, A. T. A. (2023). Spell checking bahasa Indonesia dengan melakukan perbandingan metode Peter Norvig, Levenshtein distance, dan Damerau-Lavenshtein distance: Tinjauan literatur. AUTOMATA, 4(2), 1–6. https://journal.uii.ac.id/AUTOMATA/article/view/28633
Similar Articles
Explore related articles published in this journal.
Sistem Pendukung Keputusan Berbasis Analisis Spasial untuk Penentuan Metode Pembobotan di Dinas Pengelolaan Sumber Daya Air Provinsi Sumatera Selatan
Geographic Information System for Mapping Village Fund Development in Glumpang Baro District
Geographic Information System for Aceh Souvenir Shop Locations Based on Android
Implementasi Fuzzy Tsukamoto Untuk Menentukan Objek Wisata Terbaik di Kota Sabang Berbasis Web
Aceh Store : Sebuah Sistem Informasi Geografis Penjualan Berbasis Android
Most read articles by the same author(s)
Explore other articles by these authors.