IMPLEMENTASI CHATBOT SEBAGAI VIRTUAL ASSISTANT PADA PELAYANAN PUBLIK DAN BANTUAN DI DINAS SOSIAL KABUPATEN WONOSOBO DENGAN METODE TF-IDF

Authors

  • Sagita Efendi Universitas Sains Al-Qur'an
  • Hidayatus Sibyan Universitas Sains Al-Qur'an
  • Nur Hasanah Universitas Sains Al-Qur'an

DOI:

https://doi.org/10.58641/cest.v3i1.103

Keywords:

Chatbot, Telegram, Public Service, TF-IDF, Cosine Similarity

Abstract

Information needs are important in public service to give users an initial understanding of the services, the lack of information can make the public service doesn’t work like its function. Based on that reason, a study has been done to create a system that can provides information and assistance on Dinas Sosial PMD at Wonosobo Regency. The study creates chatbot named HADIR bot as a virtual assistant on public services and assistance in Dinas Sosial PMD at Wonosobo regency with TF-IDF method. The goals of this chatbot are to support public service and also virtual assistant that can run 24 hours a day based on the users request or question in chatbot, this chatbot also provides initial description and frequently asked question that often asked to the employees, and provides basic information and document template about list of the assistance. The design of the chatbot uses UML (Unified Modelling Language) like Use Case, Activity Diagram, and Sequence Diagram. This Chatbot created with telegrams features named BotFather, with the function made by Python and text editor uses Visual Studio Code, the chatbot runs in Telegram with TF-IDF method in term weighting and cosine similarity method to evaluate the similarities between document.

References

A. R. Lahitani, A. E Permanasari, dan A. Setiawan (2016), Cosine Similarity to Determine Similarity Measure: Study case in online essay assessment, Proc. 2016 4th Int. Conf. Cyber. IT Serv. Manag. CITS 2016. M. Kowsher, M. A. Alam, M.J. Uddin, M. R. Islam, N. Pias, dan A. R. M. Saifullah (2019), Bengali Informative Chatbot. 5th Int. Conf. Comput. Commun. Chem. Mater. Electron. Eng. IC4ME2 2019, pp. 1-7. M. Mustaqim, A. Gunawan, Y. B. Pratama, I. Zaliman (2023) Pengembangan Chatbot Layanan Publik Menggunakan Machine Learning Dan Natural Language Processing. Jurnal of Information Technologi and society (JITS), vol. 1 (6) pp. 1. S. Mulyatun., H. Utama., A. Mustopa (2021), Pendekatan Natural Language Processing Pada Aplikasi Chatbot Sebagai Alat Bantu Customer Service. Journal Of Information System Management, Vol. 2 (2), pp. 13.

Sukma, D. Alfian (2019), Klasifikasi Dokumen Temu Kembali Informasi Dengan K-Nearest Neighbour. Jurnal of Chemical and Modelling, 1 (9), pp. 1689-1699

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Published

2024-10-31

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Section

Articles