Using Preprocessing Text Mining With Nazief-Adriani Algorithms Similarity Of Essay Final Exam Semester

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Published: Nov 1, 2021
Keywords:
Cosine Similarity, Nazief & Adriani, Database, Keyword
Issue
Vol. 5 No. 3 (2021): November: Manajemen, Teknologi Informatika dan Komunikasi (Mantik)
Section
Computer Science
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MUTIARA SIMANJUNTAK
nformation Management, AMIK Universal , Jl. Setia Budi No.90, Medan, 20154, Indonesia
Joel Panjaitan
3Electro Technic, Akademik Teknik Deli Serdang, Jalan Pagar Merbau III Gedung ATDS, Deli Serdang,
Syofyan Anwar Syahputra
Electro Technic, Akademik Teknik Deli Serdang, Jalan Pagar Merbau III Gedung ATDS, Deli Serdang, 20511, Indonesia

Abstract

The test is one way to measure the level of student ability in participating in learning. One type of exam given to students is the type of essay exam. This research focuses on making automatic grading for essay-type tests using cosine similarity. This method has several stages such as tokenizing, filtering, stemming, analyzing, weighing words in documents with cosine similarity. The stemming process uses the Nazief & Adriani algorithm. The results of this study are concluded that the selection of words that are considered as keywords in the answer key greatly affects the results of the assessment of the system. This is evidenced by testing applying the cosine law of 89.5%. However, there are several types of questions that are significantly different because there are unique characters in the database and answer keys that do not contain keywords that match the correct answer.

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How to Cite
SIMANJUNTAK, M., Panjaitan, J. and Anwar Syahputra, S. (2021) “Using Preprocessing Text Mining With Nazief-Adriani Algorithms Similarity Of Essay Final Exam Semester”, Jurnal Mantik, 5(3), pp. 1714-1720. Available at: https://iocscience.org/ejournal/index.php/mantik/article/view/1544 (Accessed: 2May2026).
References
[1] W. Darmalaksana, R. Y. A. Hambali, A. Masrur, and Muhlas, “Analisis Pembelajaran Online Masa WFH Pandemic Covid-19 sebagai Tantangan Pemimpin Digital Abad 21,” UIN Sunan Gunung Djati Bandung, vol. 1, no. 1, pp. 1–12, 2020.
[2] D. Wahyudi, T. Susyanto, and D. Nugroho, “Implementasi Dan Analisis Algoritma Stemming Nazief & Adriani Dan Porter Pada Dokumen Berbahasa Indonesia,” J. Ilm. SINUS, vol. 15, no. 2, 2017, doi: 10.30646/sinus.v15i2.305.
[3] A. Prasidhatama and K. M. Suryaningrum, “Perbandingan Algoritma Nazief & Adriani Dengan Algoritma Idris Untuk Pencarian Kata Dasar,” J. Teknol. dan Manaj. Inform., vol. 4, no. 1, pp. 1–4, 2018, doi: 10.26905/jtmi.v4i1.1773.
[4] H. T. Nugroho, “Pengaruh Algoritma Stemming Nazief-Adriani Terhadap Kinerja Algoritma Winnowing Untuk Mendeteksi Plagiarisme Bahasa Indonesia,” J. Ultim. Comput., vol. 9, no. 1, pp. 36–40, 2017, doi: 10.31937/sk.v9i1.572.
[5] M. W. Sardjono, M. Cahyanti, M. Mujahidin, and R. Arianty, “Pendeteksi Kesamaan Kata untuk Judul Penulisan Berbahasa Indonesia Menggunakan Algoritma Stemming Nazief-Adriani,” Sebatik 2621-069X, pp. 138–146, 2018.
[6] A. Bastian, H. Sujadi, and P. A. Sukmana, “Rancang Bangun Aplikasi Penilaian Ujian Essay Dengan Menggunakan Algoritma Nazief & Andriani Dan Metode Cosine Similarity,” infotech J., vol. 4, no. 2, pp. 62–68, 2018.
[7] P. N. Banjarmasin, Y. Anistyasari, E. Hariadi, J. T. Informatika, and U. N. Surabaya, “ALGORITMA BARU PEMBENTUKAN KATA DASAR PADA PROSES STEMMING BAHASA INDONESIA,” Pros. SNRT (Seminar Nas. Ris. Ter., vol. 5662, no. November, pp. 70–76, 2019.
[8] M. AGUS SALIM, “Pengembangan Aplikasi Penilaian Ujian Essay Berbasis Online Menggunakan Algoritma Nazief dan Adriani dengan Metode Cosine Similarity,” It-Edu, vol. 2, no. 01, 2017.

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