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Komarudin, Agus
Universitas Jenderal Achmad Yani
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Journal : Journal of Applied Computer Science and Technology (JACOST)

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Chatbot Informasi Penerimaan Mahasiswa Baru Menggunakan Metode FastText dan LSTM Fahmi Yusron Fiddin; Komarudin, Agus; Melina, Melina
Journal of Applied Computer Science and Technology Vol 5 No 1 (2024): Juni 2024
Publisher : Indonesian Society of Applied Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52158/jacost.v5i1.648

Abstract

New Student Admission (PMB) is an important stage in the continuity of education in an educational institution. The Faculty of Science and Informatics (FSI) at Jenderal Achmad Yani University (UNJANI) provides information services about PMB to prospective students and parents/guardians of prospective students but is still inefficient, so it is necessary to improve PMB information services by using Chatbots as a solution that is able to serve questions effectively and consistent. This study aims to develop a PMB information Chatbot system for FSI using the FastText and Long Short-Term Memory (LSTM) methods. Several methods have been used in Chatbot development research, such as Term Frequency–Inverse Document Frequency (TF-IDF), Bag of Words (BoW), and Convolutional Neural Networks (CNN). However, these studies still have certain limitations, such as the inability to grasp the meaning of words and difficulties in handling certain inputs. In this study, the text classification model uses the FastText method as the stage for representing words in vector form, then combined with several pre-processing methods (Tokenization & Casefolding) and LSTM for the classification stage. Then put it into the Chatbot component according to the architecture that was made. In testing, the Black Box Testing method is used to ensure the functionality of the Chatbot system. The test results show that the Chatbot system is able to understand the topic of questions asked by users properly. The interaction between users and Chatbots also runs smoothly, resulting in appropriate and informative responses. The results of this study are expected to be an effective and consistent solution for providing information about PMB to prospective students and parents/guardians of prospective students at FSI.
Co-Authors Ade Kania Ningsih, Ade Kania Ade Kanianingsih Aditya Prakasa Aek Mustofa Aghnie Kurnia Aini Nurul Akhmadi Surawijaya Al Farisi, Muhammad Farid Alda Amorita Azza Alfarizi, Muhammad Bayu Ardi Asep Id, Hadiana Atika Hendryani Azhari, Anissa Azzahra, Bunga Juliana Bambang Suparapto Damayanti, Ariesta Daswara Djajasasmita Dea Destiani Deka P Gustiawan Denny Hidayat Tri Nugroho Devian, Devian Dewi Purnamasari Diansyah Andri Ramdhany Dimitri Mahayana Djamal, Esmeralda Contesa Eddie Khrisna Putra Edvin Ramadhan Erlangi, Fauzan Erlangi, Fauzan Erry Fuadillah Esmeralda C Djamal Esmeralda C Djamal Esmeralda C Djamal Esmeralda C. Djamal Esmeralda C. Djamal Esmeralda C. Djamal Esmeralda C. Djamal Fadilah, Vira Hasna Fahmi Yusron Fiddin Faiza Renaldi Faiza Renaldi, Faiza Fajri Rakhmat Umbara Farhan Fadilah Farid Purwanto Ferdi Zulkarnain Ferry Kurniawan Fitra Arifiansyah Galih Rakasiwi Gunawan Abdillah Gunawan Abdillah Gunawan Abdillah Gunawan Abdillah, Gunawan Hadiana, Asep Id Hadimas Aprilian, Doni Hafiz, Aliy Handayani, Indah Nursyamsi Hanif Abdul Aziz, Nabil Hardianto, Mohamad Aris Hartono, Rudi Ifo Wahyu Pratama Ike - Festiana Iman Muhdi Inggit Sumirah Irvan Herdiansyah Iskandar Iskandar Julianto, Ribut Kania Ningsih, Ade Kartika N Oktaviani Kasyidi, Fatan Kresna Septyana Ekaputra Krishna Putra, Eddie Kuncoro Buwono Kurniawan Ikhsan Kurniawan, Alexander Tommy Kurniawan, Fadhlika Kusuma Wardany M.Naufal Rafirhan Mandala, Muhamad Bintang Maulina, Ninda Melina Melina Mia Narulita Anggraeni Mohamad Aris Hardianto Muhammad Aditya Putra Muhammad Dwi Laksono Muhammad Iqbal Zulfikar Mulyasari, Cicik Rafka Muthoharoh, Luluk Nasy`an Taufiq Al Ghifari Nendra Cahya Permana Neni Nuraeni Nenza Nurfirmansyah Nisa, Khoirotun Novianti, Sri Hutamy Nuari Anisa Sivi Nugraha, Faisal Okta Nugraha, Faisal Okta Nugraha, Mochammad Ganjar Nur Muhammad Hasyim Nurhakim, Riri Qorib Nurputra, Windi Raihan Nurul Sabrina, Puspita Oki Iskandar Oryza Habibie Rahman P., Tacbir Hendro Pamungkas, Muhammad Putra Poppi Lodaya Pradana, Muhammad Rifqi Pramudjianto, Imam Wibowo Prima Nugraha Ramdani, Rahmat Muhamad Rasyid Ibnu Prasetyo Rezki Yuniarti Rezky Yuniarti Ridwan Ilyas Rifky Ekayama Rikarda, Willy Artanika Rikarda1, Willy Artanika Rizki Abdilah Rizkyawan, Ferdi Rozak Arief Pratama Sari, Reni Permata Sari, Wiwin Rita Sartika Dewi Selia Aysiah Septia Wahyuni Setyawati, Astri Sivi, Nuari Anisa Sopwatun Anisa Sri Hutamy Novianti Susana, Ernia Tacbir Hendro Pudjiantoro Vita Nurdinawati Wahidah, Nina Ikhwati Wahyu Eko Zulianto Wardani, Mathilda Fitri Wina Witanti Wina Witanti Wini Afrilia Wirajaya Putra, Basudewa Yajid Ichsan Syifa Yanuar, Muhammad Rizki Yulison H. Crisnanto Yulison Herry Chrisnanto