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All Journal Jurnal Simetris Jurnal Teknologi Informasi dan Ilmu Komputer Network Engineering Research Operation [NERO] Jurnal SPORTIF : Jurnal Penelitian Pembelajaran Nusantara of Engineering (NOE) Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Pengabdian Masyarakat Nusantara
Ardi Sanjaya
Universitas Nusantara PGRI Kediri
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Mathematics Mechanical Engineering Transportation

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Journal : Jurnal Teknologi Informasi dan Ilmu Komputer

 1 
Pengukuran Kemiripan Makna Menggunakan Cosine Similarity dan Basis Data Sinonim Kata Ardi Sanjaya; Ahmad Bagus Setiawan; Umi Mahdiyah; Intan Nur Farida; Aprisa Risky Prasetyo
Jurnal Teknologi Informasi dan Ilmu Komputer Vol 10 No 4: Agustus 2023
Publisher : Fakultas Ilmu Komputer, Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jtiik.20241046864

Abstract

Penelitian ini bertujuan untuk memberikan alternatif dalam menguji kemiripan makna antar 2 kalimat. Pembentukan database sinonim kata dilakukan dengan mengelompokkan kata berdasar sinonim atau yang memiliki kesamaan arti. Masing-masing kelompok kata diberikan ID unik. Selanjutnya setiap kelompok kata dipecah untuk diuraikan menjadi kata tunggal, disimpan pada tabel kata dengan melabeli ID kata dan ID sinonim. ID sinonim didasarkan pada ID unik pada tabel sinonim. Dalam pengujian kemiripan makna, masing-masing kalimat akan di urai menjadi kata dan tiap-tiap kata akan dicocokkan berdasarkan tabel kata dengan acuan ID sinonim. ID Sinonim yang didapat kemudian dilakukan pengukuran jarak vektor dan kemiripan menggunakan rumus cosine similarity. Berdasarkan pengujian dan analisa yang telah dilakukan, dari 25 pengujian didapati 24 nilai kemiripan mengalami peningkatan prosentase. Hal tersebut dikarenakan penggunaan ID yang didasarkan pada kelompok kata dan irisan saat proses pembobotan mampu meningkatkan nilai kemiripan. Rata-rata nilai kemiripan pada penggunaan ID sebagai vektor hitung adalah 94,48% dan rata-rata nilai kemiripan pada metode atau alur pembanding adalah sebesar 69,96%. AbstractThis study aims to provide an alternative in testing the similarity of meaning between 2 sentences. The formation of a word synonym database is done by grouping words based on synonyms or those that have the same meaning. Each group of words is assigned a unique ID. Furthermore, each group of words is broken down to be broken down into single words, stored in the word table labeled word ID and synonym ID. Synonym ID is based on the unique ID in the synonym table. In testing the similarity of meaning, each sentence will be broken down into words and each word will be matched based on the word table with synonym ID references. The synonym ID obtained is then measured by measuring the vector distance and similarity using the cosine similarity formula. Based on the tests and analyzes that have been carried out, out of 25 tests it was found that 24 similarity values experienced an increase in the percentage. This is because the use of ID based on word groups and slices during the weighting process can increase the similarity value. The average similarity value in the use of ID as a calculating vector is 94.48% and the average similarity value in the comparison method or plot is 69.96%.
Co-Authors Achmad Youngy Fernando Adi Arisandi Aditya Nur Ramadyanta Ahmad Bagus Setiawan Akbar Fastio Hari Setiawan Alief Fakhrul Rachmad Nuraissa Andre Gus Asrori Andy suara Anwar Muzaki Aprisa Risky Prasetyo Arthur Glenn Tambahani Bagus Nugraha Bambang Wijanarko Danar Putra Pamungkas Dedy Surya Wijaya Donni Rezaldy Eko Nurkholis Eureka Jeremy Aritomatika Fajar Teguh Wicaksono Ilham Permana Putra Imam Nur Muttaqin Intan Nur Farida Irfan Fauzi Joelyan Vicky Purnama Putra M. Feryan Ivanda Ferari Mahdiyah, Umi Moh. Fuad Uddin Moh. Khoirul Mukhlis Nureka Agung Nugroho Patmi Kasih Qoni’ Abdul Wahid Ratih Kumalasari N Ratih Kumalasari Niswatin Resty Wulaningrum Reyno Yusuf Zakaria Ridho Nur Hamid Rino Ekta Aprilliwanto Rio Aprillyano Risa Helilintar Risaniatin Ningsih Risky Aswi R, Risky Salsabilla Atasyaputri Setyawan Sempu Dwi Sasongko Stifen Zuro Mudjiono Taufiq Nurhidayat Trinanda Majid Cipta Sidqika Wahyu Cahyo Utomo Wanda Nareswara wasis himawanto, wasis Widodo, Danang Wahyu Yogi Suryo Prayogo