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Journal : SMATIKA

Komparasi Algoritma Naïve Bayes dan Algoritma K-Nearst Neighbor terhadap Evaluasi Pembalajaran Daring Odi Nurdiawan; Ruli Herdiana; Saeful Anwar
SMATIKA JURNAL Vol 11 No 02 (2021): SMATIKA Jurnal : STIKI Informatika Jurnal
Publisher : LPPM STIKI MALANG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32664/smatika.v11i02.621

Abstract

Since the outbreak of the endemic caused by the Corona virus in Indonesia, many methods have been tried, one of which is conducting remote training and encouraging students to practice from home each time. The use of digital technology in the midst of the COVID-19 endemic has a big contribution to learning institutions by practicing online learning. Students are expected to be able to accept the procedures that have been implemented by the state. However, this condition does not guarantee that students agree or accept this stage. Therefore, measurements are needed to determine the level of student happiness in carrying out online learning. With that in mind, the author conducted an experiment on the ability of the algorithm first, namely the form of grouping with the Naïve Bayes Algorithm and the K-Nearst Neighbor Algorithm. The information used is the basic information, meaning that the information obtained from the results of the questionnaire circulars for students in semester 3(3) semester 5(5) and semester 7(7) amounted to 352 respondents. In the development of the form of the algorithm using the type 9.3 rapid miner tools with the operators used are retrive, multiply, cross validation, Naïve Bayes Algorithm and knn, apply form and performance. The results of the accuracy of the Naïve Bayes Algorithm are 91.45%. The results of the accuracy of the K-Nearst Neighbor Algorithm are 97, 72%. The accuracy of the K-Nearst Neighbor Algorithm is greater than the Nave Bayes algorithm, so it can be concluded that the K-Nearst Neighbor Algorithm has good ability in grouping.
Co-Authors Abas Mansur Tamam Abdul Azis Abdul Aziz Ade Irma Purnamasari Adhitya Wibisono Afif, M Nur Afifatu Fachrudin Agus Moh. Sholahuddin Ahmad Bahrum Maula Rahman Ahmad Munajim Akhmad Alim Ananda Rafly Anisa Aprinus Salam Arif Nur Hakim Arif Rinaldi Dikananda Ase Kurniawan Atang Sutandi Azkal Muhammad Azkiya Azzam Izzudin Bani Nurhakim Basuki Sumawinata Dadang Sudrajat Darmono Taniwiryono Dian Ade Kurnia Dicky Miftakhul Rizki Ester Angeline Farid Ali Ma'ruf Fatihanursari Dikananda Fithri Muliawati Ghaida Refiana Zahra Hadianto Nur Fadhli Happy Widiastuti Herni Syahara Heru B. Pulunggono Hoerudin, Cecep Wahyu Husni Mubarok Ibdalsyah Ibdalsyah Ibnu Hajar Ike Suryani Dewi Indah Ratna Ningsih Irfan Ali Isni Rinjani Iwan Setiawan Joko, Ganang Prihatmoko Kevin Salsabil Arlandy Khaerul Anam M Danang Mukti Darmawan Masyhurul Khamis Melawati Melawati Mia Lasmi Wardiyah, Mia Lasmi Muhammad Hilmi Mulyawan Mulyawan Nabil Makarim Nafhan Khairuddin Fathin Najla Kayla Nanda Octavia Naufal Ridho Setyo Laksono Nema Widiantini Nining R Nining Rahaningsih Nisa Dienwati Nuris Novayanti Magdalena Gultom Novia Wulandari Nur Afif nur syarief abdullah Nurhadi Kastamin Odi Nurdiawan Rahma Amelia Purnama Rahmah Mulanti Rahman, Riem Rahayu Resti Dwi Anjani Ridwan Siskandar Rifqi Nurfadillah Rudi Kurniawan Ruli Herdiana Rusbandi Rusbandi Ryan Hamonangan Saeful Amri Shofian Yunus Siswanto Siti Komariyah Sofyan Alhaq Suratun Suratun Syifa Rahmatul Awaliyah Tati Supra Ula Nur Azizah Windi Herlita Vidila Wiyoto Wiyoto Yundari, Yundari Zumrotul Fauziah