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Sumanto Sumanto
Universitas Bina Sarana Informatika
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Comparison of Supervised Learning Classification Methods on Accreditation Data of Private Higher Education Institutions Noviyanto; Wahyudi, Mochamad; Sumanto, Sumanto
Paradigma - Jurnal Komputer dan Informatika Vol. 26 No. 1 (2024): March 2024 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v26i1.3306

Abstract

This research aims to analyze and compare supervised learning classification methods using a case study of accreditation data for private higher education institutions within the LLDikti Region III contained in BAN-PT. In addition, this research also uses Weka machine learning software in its calculations. The initial step taken is to prepare the software used for supervised learning analysis, then pre-processing the data, namely labeling data that has a categorical data type, after that determining data for testing data. The next step is to test each classification method. The methods used for comparison are logistic regression, K-nearest neighbor, naive bayes, super vector machine, and random forest. Based on the calculation results, the Kappa Statistic and Root mean squared error values obtained are 1 and 0 for the logistic regression method, 0.979 and 0.0061 for the K-nearest neighbor method, 1 and 0.2222 for the super vector machine method, 0.969 and 0.0341 for the naive bayes method, 1 and 0 for the decision tree method, and 0.5776 and 0.1949 for the random forest method, respectively. The logistic regression and decision tree methods in this study get Kappa Statistic and Root mean squared error values of 1 and 0 respectively so that they are said to be good and acceptable, thus the two classification methods are the most appropriate methods and are considered to have the highest accuracy.
Comparison of Supervised Learning Classification Methods on Accreditation Data of Private Higher Education Institutions Noviyanto; Mochamad Wahyudi; Sumanto Sumanto
Paradigma - Jurnal Komputer dan Informatika Vol. 26 No. 1 (2024): March 2024 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v26i1.3306

Abstract

This research aims to analyze and compare supervised learning classification methods using a case study of accreditation data for private higher education institutions within the LLDikti Region III contained in BAN-PT. In addition, this research also uses Weka machine learning software in its calculations. The initial step taken is to prepare the software used for supervised learning analysis, then pre-processing the data, namely labeling data that has a categorical data type, after that determining data for testing data. The next step is to test each classification method. The methods used for comparison are logistic regression, K-nearest neighbor, naive bayes, super vector machine, and random forest. Based on the calculation results, the Kappa Statistic and Root mean squared error values obtained are 1 and 0 for the logistic regression method, 0.979 and 0.0061 for the K-nearest neighbor method, 1 and 0.2222 for the super vector machine method, 0.969 and 0.0341 for the naive bayes method, 1 and 0 for the decision tree method, and 0.5776 and 0.1949 for the random forest method, respectively. The logistic regression and decision tree methods in this study get Kappa Statistic and Root mean squared error values of 1 and 0 respectively so that they are said to be good and acceptable, thus the two classification methods are the most appropriate methods and are considered to have the highest accuracy.
Co-Authors Aberahamo Onoma Marundrury Achmad Rivai Syahputra Ade Budiman, Ade Ade Christian Ade Christian Ade Christian Ade Christian Adhiani, Budhi Adi Pangestu Adi Supriyatna Adinugroho, Wisnu Aditia Yudhistira Adryan Raihan Syakir Agung Wibowo Agus Buono Agus Santoso Ahmad Habibullah Ahmad Rais Ruli Ahmad Syukri Gozali Ahmad Yani ahmad yani Ahmad Yani Ahmad Yani , Ahmad Yani Alamsyah, Muhammad Arkan Alghifar Firgiawan Alghiffary, Muhammad Adya Ali Mahmudi Ali, Muhamad Hafis Ali, Satrio Nur Alwan Kapi Muntaha Alya Avisa Andi Diah Kuswanto Andi Setiawan Andika Amansyah Andri Amico Andriansyah Tri Laksono Anggreani, Namira Anita Adelia Syahfitri Apip Supiandi Ardiyansyah, Rizqi Ari Sulistiyawati Ariskawati, Mila Arnata Nur Rasyid Arshad, Muhammad Waqas Arya, Yudi Asmawati Asmawati Audy Aulia Azzahra Aulia Rachmat, Daffa Aziz Bayu Permata Azkia, Farah Diba Bib Paruhum Silalahi Bismo Raharjo, Yohanes Aryo Budhi Adhiani Budhi Adhiani Christina Budi Santoso Budiman, Ade Surya Cahya, Titus Dwi Cahyani Ayu Sulistyawati Damayanti Damayanti Darmansyah, Rafik Darmawi . Dedi Darwis Dedi Triyanto Dedi Triyanto Deny Kurniawan DENY KURNIAWAN Desiana Nuranudin Putri Desyanti Desyanti Dewi, Revinta Arrova Diah, Andi Dinda Aprillia Dwiki Gilang Ramadhani Dyah Ayu Megawaty Dyani Kalyana Mitta Eka Dyah Setyaningsih Eka Putri Alvi Syahrina Erlangga Rizki Ekaptra Fadila Shely Amalia Fahrian Fahroni, Aldiwa Alfa Thira Nur Faiz Djarot, Raihan Jamal Faiz Najwan Zaky Fajar Akbar Fajar Yoga Adiansyah Fajrian, Ihsan Fardha Hasykir Farhan Fadhilah Faris Syahrendra Faruk Ulum Fathur Rismansyah Fauzan Nawwir Andriansyah Fauzan, Muhammad Indra Fransiscus Andre Suwarno Ganda Wijaya Ganda Wijaya, Ganda Ghofar Taufiq Gilang Virgiawan Ginting Wibi Prasetyo Hafis Nurdin Harahap, Nurdiana Harianto Harianto Hariyanto Hariyanto HARIYANTO HARIYANTO Hartanti Hartanti Hartono Hartono Heni Nur Kusumawati Herdinan Tito Hetty Rohayani Hidayat, Manarul Hilmy Ibrahim, Farras Idha Rizqi Pratiwi Imam Budiawan Imam Budiawan Imam Budiawan Imam Budiawan Imam Budiawan Imam Wahyudi Iman Febriansya Putra Indah Oktavia Zalmi Indra Chaidir, Indra Indra, Ahmad Indriani , Karlena Indriyanti, Zahra Kiky Dwi Insani Abdi Bangsa Iqro Mukti Arto Jefina Tri Kumalasari Jefina Tri Kumalasari Jefina Tri Kumalasari Joko Tri Haryanto Joseph Melchior Nababan Juanny Cheristy Souisa Julkarnaen Karo-Karo Jumaryadi, Yuwan Junhai Wang Junhai Wang Junhai Wang Junhai Wang Junhai Wang Kadir, Fauwas Abdul Kaisar Ages Querio Karlena Indriani Karlisa Priandana Kevin Dwi Satria Kompri, Kompri Kotjek, Rafie Kumalasari Kumalasari Kuswanto, Andi Diah Laura Gabriel da Silva Lia Mazia, Lia Lise Pujiastuti Lise Pujiastuti Lita Sari Marita Maharani Rona Makom Makom, Maharani Rona Mantriwira, Daniel Mardinawat Mardinawat Mardinawati Mardinawati Mardinawati, Mardinawati Megawaty, Dyah Ayu Meydina Aulia Savitri Micho Respati Putra Mochamad Fathur Milzam Mochamad Wahyudi Muhamad Fadli Fadhlullah Muhamad Rendi Gibran Muhammad Furqon Prasetyo Muhammad Haikal Abidin Muhammad Hendra Hernawan Muhammad Hussein Umar Muhammad Raviansyah Muhammad Rifqi Asy'ari Muksin Hi Abdullah Musfiroh Musfiroh, Musfiroh Nabilla, Adinda Naufal Hermawan, Rezan Nindya Dwi Lestari Ningtyas, Listina Ade Widya Nirwana Hendrastuty Noviyanto Noviyanto Nurfia Oktaviani Syamsiah Nurrahman, Alvin Paduloh Paduloh Pakpahan, Roida Pasaribu, A. Ferico Octaviansyah Paulus Paulus Permata, Permata Prasetyo Adi Suwignyo Prasetyo, Romadhan Edy Pribadi, Denny Pricillia Pujiastuti, Lise Puri Handayani Purwandani, Indah Putra Satria Putra, Imam Hanif Qais Abdurrachman Rachmat Adi Purnama Raditya Rimbawan Oprasto Rafi Kurniawan Rafi Rasendriya Raihan Naufal Ramadhan Raihan Primadana Raihan Raihan Ramadani, Achmes Dade Ramadhan, Muhammad Gilang Ramadhani, Varla Octavia Rani, Maulidina Cahaya Rasya Abel Putra Gumulija Ratiyah* Ratiyah Ratnasari, Arum Retno Winarti Reynaldi , Reynaldi Rian Hidayat Riansyah Gustian Ridwan, Asrifia Rifda Ilahy Rosihan Rifki Nur Hidayat Putra Riska Aryanti Rivaldi, Muhammad Rizal Maulana Rizky Daud Antony Pangaribuan Rizqi Ramadhani, Muhammad Rofiqi, Ainur Roida Pakpahan Roida Pakpahan Roida Pakpahan Roida Pakpahan Roida Pakpahan Roni Saputra Pratama Ruhul Amin Rumidjan Rumidjan, Rumidjan Rusda Wajhillah Ryan Dwi Aprilyanto Ryan Randy Suryono Ryehan Alfiansyah Safinah Faatin Sanriomi Sintaro Santosa, Teguh Budi Saputra, Sabita Abigail Saputra, Yusup Saputri, Fifin Sefriani, Shintia Putriayu Sentanu, Quinn Abrar Athallah Sentot Achmadi Setiawan, Dandi Setiawansyah Setiawansyah Setiawansyah Siregar, Denny Siti Syarifah Solihin Solihin Sopyan SRI HENDRASTUTI HIDAYAT Sri Sugiharti Suci, Bintang Dyas SUKAMTI . Sulaiman Sulaiman Sulistyo Sulistyo Sumarna Sumarna Sumarna Sumarna Suparno Suparno Suwandi Suwandi Tabrani, Tabrani Tajuddin, Muhammad Tarmidzi Ibrahim Taufig, Ghofar Teguh Budhi Santosa Teguh Budi Santosa Temi Ardiansah Teuku Vaickal Rizki irdian Tri Widian Ratnasari Trisna Andhika Saputra Ulum, Faruk Umam, Hairul Ummu Radiyah, Ummu Vemi Januar Pratama Vera Agustina Yanti Wahyudi, Agung Deni Wang, Junhai Wardani, Maidy Tri Wattilah, Florentina Widya Viona Septi Tanjung Wijaya, Filzah Wina Ningsih Yakobus Linus Jumadi Yamani, Teuku Arrasy Yanuar Laik, Abraham Adrian Yunardus Yunardus Yundari, Yundari Yuri Rahmanto Zahwa Asfa Rabbani Zayyan Nauval Araf Zidan, Muhammad `Diah Kuswanto, Andi