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Development of fuzzy logic based student performance prediction system Sapuguh, Iman; Ahlina, Nur; Wahyudi, Agung; Setyawan, Bayu; Rosalinda, Adinda Sandra
Jurnal Teknik Informatika C.I.T Medicom Vol 15 No 6 (2024): January : Intelligent Decision Support System (IDSS)
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/cit.Vol15.2024.714.pp284-290

Abstract

Improving students' academic performance is a key goal in the context of higher education. However, the process of identifying students who require additional support is often complicated and complex. Traditional approaches in analyzing student performance data tend to be limited in handling data uncertainty and complexity. Therefore, the development of fuzzy logic-based decision-making systems is becoming increasingly important. This research aims to develop a fuzzy logic-based decision-making system to predict student performance accurately and efficiently. This approach utilizes fuzzy logic concepts to handle uncertainty and complexity in data, and allows the integration of various input factors, such as exam results, class participation, and other variables, in the decision-making process. The research methods include collecting historical student performance data, modeling fuzzy variables for inputs and outputs, developing fuzzy inference rules, and implementing and testing the system using split test data. Numerical example results show that the system is able to provide predictions of student performance by considering relevant input variables. In addition, the system also offers the potential to improve the efficiency of educational interventions by identifying at-risk students faster and more precisely. As such, the development of this fuzzy logic-based decision-making system is expected to make a significant contribution to efforts to improve the quality and equity of higher education by ensuring that every student gets the support they need to reach their full academic potential.
A mathematical model for predicting the spread and detection of rumors in online communities Ahlina, Nur; Wahyudi, Agung; Setyawan, Bayu; Sapuguh, Iman; Rosalinda, Adinda Sandra
Jurnal Teknik Informatika C.I.T Medicom Vol 15 No 6 (2024): January : Intelligent Decision Support System (IDSS)
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/cit.Vol15.2024.715.pp291-296

Abstract

This study investigates the development of a mathematical model to predict the spread and suppression of rumors in online communities. Through mathematical formulation and numerical simulation, the dynamics of rumor spreading are explored by considering factors such as transmission and suppression rates, as well as strategic interventions such as early detection and information intervention. The results show that the model can provide valuable insights into rumor spreading behavior and the effectiveness of control strategies. The findings can support efforts to reduce the negative impact of rumor spreading in online environments and promote healthier and safer online communities.
Co-Authors Abadi, Akbar Kusuma Adityantoro, Prima Wisnu Afandi Afandi Afiat, Mellacancerin Agus Setiawan Ahlina, Nur Akbar Jono, Ali almafdi, juang inves Ambawani, Firdaina Nanda Puan Andani, Lina Farda Apriliana, Indah Arie Arma Arsyad Arte, Yanse Betna Arulita Ika Fibriana Asshagab, Muhtar Bahari, Chabib Baju Arie Wibawa, Baju Arie Bambang Priyono Banurea, Fandi Akbar Bayu Setyawan, Bayu Br. Sembiring, Nazwa Aulia Zulna Budi Alviansyah, Arlinnov Danti Putri DENI SETIAWAN Dong, Nguyen Nhat Edward, Bash Asbe Edy Purwanto Ekosetio Nugroho, Dimas Endang Sri Hanani, Endang Sri Fauzi, Achmad Noor Febiyanti, Adela Ika Febrianto, David Galih FIRMANSYAH SOFIANTO, MOCHAMAD Firmansyah, Sofyan Adi Hadi Wiyono Hapsari, Febrianti Gita Haris Firmansyah Hartaji, Aditya Hasyim, Fuad Hidayatullah, Ahmad Fahmi Iwan Ramadhan Jati, Agus Wahyu Kusuma Javier, Mochammad Alban Kartika Restiana, Dinar Khaqim, Eef Abdurakhman Krisna Setiawan L Silalahi, Anju William Lengmani, Patris Lorensius Lewa, Hatifa Hauleni Linda Linda M, Nurinsania Marno Nugroho Mugi Hartono Muhammad Yusuf Mustika Fitri Nadia Anugrah, Andi Nasuka Nasuka, Nasuka Nugroho, Wisnu Prio Nungcahyani, Suci Nur Rizal Amanullah Nurfadilah Nurfadilah Paramitha, Sandey Tantra Pratama, Galih Priyanto, Teguh Putra, Wijaya Putri, Danti Ramadhan, Muhammad Gilang Ricko Irawan Rizqanada, Ayu Tisa Roas Irsyada, Roas Rosalinda, Adinda Sandra RR. Ella Evrita Hestiandari Rumini - S.Pd. M Kes I Ketut Sudiana . Samsuddin Siregar Santi Wijayanti, Dwi Gansar Sapuguh, Iman Savira, Shania Nur Setiya Budi, Agus Setya Rahayu Siboro, Roy Gonzales Silitonga, Andreas Jeremy Slamet Riyadi Soegiyanto Soegiyanto, Soegiyanto Solastri, Solastri Sudarminto, Sudarminto Sugiyarto, Totok Sulistyarini, Sulistyarini Supriyono Supriyono Suranto Suryonegoro, Bayu Murti Tandiyo Rahayu Taufiq Hidayah Tiga Putri, Dwi Tri Rustiadi, Tri Trinanda, Aditya Wahyu W, Imam Santoso Ciptaning Wijaya, Ifan Badra Yan Liu Yordhi Lesmana Putra Yudha Kusuma , Donny Wira Zalianty, Anindya Zola, Nicko