SISTEM PENILAIAN UJIAN ESAI SECARA OTOMATIS DENGAN ALGORITMA TEXT MINING COSINE SIMILARITY PENUNJANG PEMBELAJARAN
Abstract
Currently, teachers must be able to utilize learning information technology in the form of online exams. This research will implement an online essay exam which is assisted by using a computer as a tool, better known as the Computer Assisted Test (CAT). The author developed a computer-based exam application for students at SMK Negeri 5 Pekanbaru. The exam questions that will be developed are online exam questions that can provide grades automatically. The questions that will be entered into the system are questions in essay form. Automatic scoring is carried out using the Case Folding and Tokenizing, Filtering, Stemming, Analyzing with Cosine similarity assessment stages. Exam participants' answers will also be searched for basic words using the results of extracting the basic words in the answer key and students' answers will be compared using Cosine similarity. The modeling process is carried out by developing existing models by adapting the real-time concept to be planned. The model obtained is the text stemming process and the process of extracting words from the answers carried out on client computers (teachers and students) and processing the answers and comparing the answers with the answer key. The modeling used is Waterfall and the analysis uses UML (Unified Modeling Language). This system was created using the PHP programming language, MySql database
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References
[2] Ahmad, Rahmat. (2019). E-learning Automated Essay Scoring System Menggunakan Metode Searching Text Similarity Matching Text. Jurnal Penelitian Enjiniring, 22(1), 38–43. https://doi.org/10.25042/jpe.052018.07
[3] Febriyanto, F. (2019). Sistem Penilaian Otomatis Jawaban Esai Dengan Menggunakan Metode Vector Space Model Pada Beberapa Perkuliahan Di Stmik Indonesia Banjarmasin. Jurnal Teknologi Informasi, XIV(1), 53–68.
[4] Hadi, C., & Ma’arif, M. R. (2017). Implementasi Cosine Similarity Dalam Aplikasi Pencarian Ayat Al-Qur’an Berbasis Android. Foreign Affairs, 6(2), 70–79.
[5] Lasena, Y., Husdi, & Hasan, M. (2020). Text Mining Analysis untuk Identifikasi Artikel Hoax Menggunakan Algoritma Cosine Similarity. Jurnal Teknologi Informasi Dan Komunikasi), 4(2), 2020. https://doi.org/10.35870/jti
[6] Ramadona, A. et al (2020). Analisis PIECES dan Pengaruh Perancangan Website Fikri Karya Gemilang Terhadap Sistem Promosi Menggunakan Model Waterfall PIECES Analysis and Effect of Fikri Karya Gemilang Website Design on Promotion System Using Waterfall Model. Analisis PIECES Dan Pengaruh Perancangan Website Fikri Karya Gemilang Terhadap Sistem Promosi Menggunakan Model Waterfall PIECES Analysis and Effect of Fikri Karya Gemilang Website Design on Promotion System Using Waterfall Model, 7, 57–66.
[7] Rinartha, K. (2017). Pemodelan Penilaian Essay Otomatis Secara Realtime Menggunakan Kombinasi Text Stemming Dan Cosine Similarity. Konferensi Nasional Sistem & Informatika, 322–327.
[8] Salim, M. A., & Anistyasari, Y. (2017). Pengembangan Aplikasi Penilaian Ujian Essay Berbasis Online Menggunakan Algoritma Nazief Dan Adriani Dengan Metode Cosine Mohammad Agus Salim Yeni Anistyasari Abstrak. 02(1), 126–135.
[9] Sardjono, M. W. et al (2018). Pendeteksi Kesamaan Kata Untuk Judul Penulisan Berbahasa Indonesia Menggunakan Algoritma Stemming Nazief-Adriani. Sebatik, 22(2), 138–146. https://doi.org/10.46984/sebatik.v22i2.320
[10] Wahyudi, M. D. R. (2019). Penerapan Algoritma Cosine Similarity pada Text Mining Terjemah Al-Qur’an Berdasarkan Keterkaitan Topik. Semesta Teknika, 22(1), 41–50. https://doi.org/10.18196/st.22123
[11] Wahyuni, R. T. et al (2017). Penerapan Algoritma Cosine Similarity dan Pembobotan TF-IDF pada Sistem Klasifikasi Dokumen Skripsi. Jurnal Teknik Elektro, 9(1), 18–23. https://doi.org/10.15294/jte.v9i1.10955
[12] Wirayasa, I. P. M., et al (2019). Algoritma Bastal: Adaptasi Algoritma Nazief & Adriani Untuk Stemming Teks Bahasa Bali. Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI), 8(1), 60. https://doi.org/10.23887/janapati.v8i1.13500
[13] Yogi, I. P., & Putra, P. (2019). Aplikasi Penilaian Otomatis Jawaban Soal Essay dengan Menggunakan Metode K-Nearest Neighbors Aplication of Automatic Assessment of Essay Questions by Using the K- Nearest Neighbors Method. 113–121.
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