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Journal : JSAI (Journal Scientific and Applied Informatics)

Model Extreme Gradient Boosting Berbasis Term Frequency (TFXGBoost) Untuk Klasifikasi Laporan Pengaduan Masyarakat Vina Ayumi; Desi Ramayanti; Handrie Noprisson; Yuwan Jumaryadi; Umniy Salamah
JSAI (Journal Scientific and Applied Informatics) Vol 6 No 1 (2023): Januari
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v6i1.6089

Abstract

Various algorithms and machine learning techniques are being applied to improve the efficiency and effectiveness of the process of automatically classifying complaint reports from the public in Indonesia. One machine learning algorithm that has recently gained benchmarks in the state of the art of various problems in machine learning is eXtreme Gradient Boosting (XGBoost). This study aims to develop an extreme gradient boosting model based on term frequency (TFXGBoost) to predict whether a text is classified as a complaint or not a complaint based on the data studied. Based on the experimental results, TFXGBoost achieved 92.79% accuracy with eta / learning rate hyperparameters of 0.5, gamma of 0, and max_depth of 3 and the computation time required to adjust the hyperparameters was 13870.012468 seconds.
Co-Authors - Arientawati Abdi Wahab Abdul Kholiq Achmad Fathoni Afrinaldi Afrinaldi Agung Priambodo Ahmad Wijaya Kusuma Akbar Ramadhan Aldo Prabu Wisnu Wardhana Alif Muhammad Ihsan Amirullah, Irfan Muflih Anandha Fitriani Andi Nugroho, Andi Andrew Fiade Anggraeni, Puspita Sari Anita Ratnasari Anne Parlina Aqbar, Harry ARDIANSYAH ARDIANSYAH Arey Nur Warisman Ari Purnadi, Mochamad Ari Sulistiyawati Ari Wibowo Arief Wibowo Aris Sunandar Ayumi, Vina Bagus Priambodo Bagus Priambodo Bagus Priambodo Bagus Priambodo Bayu Setiawan Bella Astuti Bella Putri Cahyani Canro Sigalingging Capah, Dwi Ade Handayani Daffa Agrifianto Daim Muhammad Gufron Dedi Darwis Defriansyah Deni Mahdiana Desi Ramayanti Desmon, Johanes Desnita Nur Fazli Devi Witasari Devy Fatmawati Dio Dava Ramadha Dio Leonardo Alexandes Djahidin, Danny Yudin Dodi Siregar Eko Prasetyo Pratomo Erlin Windia Ambarsari Faharuddin, Fadhli Fahmy Umarsyah Faizal Zuli, Faizal Fajriah, Riri Farhan Arsyad Firmasyah, Ady Gilang Grace Gata Grace Gata, Grace Harry Agustian Harwikarya Harwikarya Herdi, Tazkiyah Herdian, Ali Hetty Rohayani Hidayatulloh, Syarief Ida Farida Indah Permata Wulandari Indah Ramadhani Inge Handriani Inge Handriani, Inge Ivan Sebastian Jamal Jipesya Jasmir Jeperson Hutahaean Kaburuan, Emil Robert Kolidi Kolidi Kurniawan, Turkhamun Adi Kusdinar, Dandi Agih Linda Miftahul Jannah Lukman Hakim Lystha, Arie Mahsyar, Athiyyah Nisrina Misbahul Fajri Mohammad Taufan Asri Zaen Muhamad Aldi Rifai Muhammad Fichri Mustika, Fandi Ali Naufal Bagaskara Naviza Qois Nazrul Azizi Nia Rahma Kurnianda Nia Rahma Kurnianda, Nia Rahma Nirwana Hendrastuty Noprisson, Handrie Nur Ani Nur Ani Nur Iman, Fauzi Nur Ismawati, Nur Nurfadhiilah, Annisa Nurhalizah, Siti Panjaitan, Bosar Ponco Sulistyo, Febryo Ponco Sulistyo Radityo Muhamad Rahmad, Khozaeni Bin Randika Aditio Ratna Kusumawardani, Ratna Richard Rifqi Muhammad Rinto Priambodo Riri Fajriah Riri Fajriah Rizka Ristiana Ruci Meiyanti Salamah , Umniy Salamah, Umniy Samidi Samidi Santoso, Teguh Budi Sari, Yunita Sartika Saruni Dwiasnati Sarwati Rahayu Setiawansyah Setiawansyah Shandy Yosua Sianturi, Heriston Siti Maesaroh Sitorus, Berlin P Sri Agustiani Br Siburian Sukarno Bahat Nauli Sumanto, Sumanto Suryani Dewi Syahdan Rinaldi Kurniawan Syamsir Alam Tanzil Jiro Ahyana Tedjo Nugroho Tedjo Nugroho Triyono, Gandung Vina Ayumi Vincentius Krisna Aditya Wachyu Hari Haji Wahyu Lestari Setyaningsih Wang, Junhai Warisman, Arey Nur Wirawan, Dian Wulan Trisnawati Yaya Sudarya Triana Yustika Erliani Zafina Aisyah