Article Per Year (5 Year)
p-Index From 2020 - 2025
6.978
P-Index
This Author published in this journals
All Journal Litera Bulletin of Electrical Engineering and Informatics Empathy : Jurnal Fakultas Psikologi Jurnal Online Mahasiswa (JOM) Bidang Pertanian Jurnal Pembelajaran Fisika Scientific Journal of Informatics Jurnas Nasional Teknologi dan Sistem Informasi TRANSISTOR Elektro dan Informatika Jurnal Mirai Management RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Conference SENATIK STT Adisutjipto Yogyakarta JRB-Jurnal Riset Bisnis Angkasa: Jurnal Ilmiah Bidang Teknologi Compiler KACANEGARA Jurnal Pengabdian pada Masyarakat At-Tadbir : jurnal ilmiah manajemen Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Jurnal Telematika Jurnal Sistem Cerdas Sawerigading Jurnal Hospitality dan Pariwisata Budimas : Jurnal Pengabdian Masyarakat JIKA (Jurnal Informatika) JIM (Jurnal Ilmu Manajemen) Journal of Computer Networks, Architecture and High Performance Computing Innovation in Research of Informatics (INNOVATICS) Community Empowerment Journal of Applied Data Sciences Jurnal Pendidikan dan Teknologi Indonesia Jurnal Ilmiah Wahana Pendidikan Journal of Social and Policy Issues Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Unram Journal of Community Service (UJCS) INTERNATIONAL JOURNAL OF EDUCATION, INFORMATION TECHNOLOGY, AND OTHERS Society: Jurnal Pengabdian Masyarakat International Journal Artificial Intelligent and Informatics Journal Competency of Business Jurnal Dinamika Informatika (JDI) Ilmu Komputer untuk Masyarakat Journal of Mathematics Instruction, Social Research and Opinion Tropical Plantation Journal International Journal of Economics and Management Research The Es Accounting and Finance J-Icon : Jurnal Komputer dan Informatika JURNAL ABDIMAS PLJ Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Jurnal Guru Indonesia Amal: Jurnal Ekonomi Syariah Global Komunika : Jurnal Ilmu Sosial dan Ilmu Politik JURNAL ILMU SOSIAL DAN ILMU POLITIK, STISIPOL RAJA HAJI Fokus Abdimas Jurnal Ilmiah Teknik Informatika & Elektro (JITEK) Scientific Journal of Informatics Jurnal Pengabdian Siliwangi Dharma: Jurnal Pengabdian Masyarakat TRJ (Tourism Research Journal) Jurnal Ilmiah Pariwisata
Rianto Rianto
Unknown Affiliation
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Public Health Social Sciences Other

Published : 62 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Electrical Engineering and Informatics

 1 
Advanced drug recommendation using long short-term memory and type-2 fuzzy logic integration Fairuzabadi, Muhammad; Rianto, Rianto; Juang Bertorio, Margala
Bulletin of Electrical Engineering and Informatics Vol 14, No 3: June 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i3.9180

Abstract

This research on hybrid models for drug recommendation systems proposes long short-term memory (LSTM) and type-2 fuzzy logic (T2FL) to make its recommendations more accurate and reliable. The model leverages LSTM's ability to capture temporal patterns in medical data while addressing the inherent uncertainty through T2FL. Evaluation metrics such as mean absolute error (MAE), root mean squared error (RMSE), coefficient of determination (R²), accuracy, precision, recall, F1-Score, and area under the curve-receiver operating characteristic (AUC-ROC) demonstrate that the proposed model significantly outperforms traditional models like LSTM without fuzzy, linear regression, and random forest. Integrating these two methods results in more accurate and consistent predictions, making the model highly effective in handling complex and uncertain data. Practical implications include the potential for improving personalized treatment plans and patient outcomes in clinical settings. Future research directions involve applying this hybrid approach to larger, more diverse datasets and exploring additional hybrid methods that enhance prediction accuracy and model robustness. The findings suggest that the LSTM+T2FL model is a promising tool for advancing drug recommendation systems in the medical field.
Co-Authors AA Sudharmawan, AA Abdullah Abdullah Abdurahman Abdurrahman Abdurrosyid, Moh. Acep Irham Gufroni Adriani, Hanni Afiati, Laksmita Nur Agus Riyadi Al-Husaini, Muhammad Alam Rahmatulloh Alfarez, Rifky alfi husni, alfi Aliah, Aliah Ameilia Damayanti Amelia Citra Dewi Amrina Rosyada Anggara, Afwan Anggraini, Intan Ariesta Apriansyah, Ferryma Arba Aradea Aradea Arfa, Desmayeti Ari Kusuma Wardana Arief Bakhtiar Darmawan, Arief Bakhtiar Arief Purwanto Ariyanto M, Ariyanto M Asrai Maros Atika Aini Nasution Ayu Kadek Ari Noviani, Ni Gusti Daegal, Andre Damayanti, Ameilia Dani Gilang Sujana Dewi, Triana Rosalina Diva Pari Sangga, Gusti Gede Dwianto, Rahmad Agus Dwiky Qurniawan Dwiniati, Dwiniati Efrinal, Efrinal Elda Nurmalinda Eldianson, Rio Enggar Novianto Enny Itje Sela Erik Herman Heri Ujianto Erik Iman Heri Ujianto Fallo, Hamidah Fidiantoro, Vicky firmansyah maualana sugiartana nursuwars Fransiska, Susanti Gunawan, Rohmat Hasdani, Hasdani Hidayat, Nanang Al Husni Mubarok Husni Mubarok Idayanti, Rini Idum Satia Santi Istianingsih, Nanik Istifaedah, Inggit Nurul Jasmin, Nur Shabrina Joko Santoso Juang Bertorio, Margala Judijanto, Loso Juniarsih, Delvita Koerunnisa, Koerunnisa Kurniawan, Elan Latifah, Tia M. Asyari Syahab Manto, Agus Mardana Yuda, I Wayan Maria Junetha Sihasale Metzvioleta, Metzvioleta Mhd. Arief Hasan, Mhd. Arief Mikail, Ali Astra Mohammad Syaltut Abduh, Mohammad Syaltut Muhammad Fairuzabadi Muhammad, Ariyanto Mulyaningsih, Indrya Myrza Rahmanita Na, Quan Nanik Istianingsih Naufalino, Moch. Alfarros Difa Nengsih, Neng Suryanti Nilansari, Anis Febri Nina Kusumayanti, Ni Luh Nofiyanti, Fifi Novita, Safitri Dwi Nugraha, Cindera Syaiful Nur Widiyasono Nur Widiyasono, Nur Nurasih, Zahra Nurmalinda, Elda Octarina, Dian Oktafiani, Rian Patiandari, Patiandari Poiran Poiran Purwayoga, Vega Putra, Yudha Permadya Putri, Puji Handayani Quan Na R.M.W. Agie Pradhipta Raditya Witamo, I Made Ramadhan, Muhammad Ilham Rasilah, Rasilah Raswen Efendi Riandy, Denis Victor Rima Aksen Cahdriyana Rina Sari Qurniawati, Rina Sari Riny, Riny Riska Ayu, Agustina Rizal, Randi Ruswati, Ruswati Savitri Hendradewi Setia Wardani Setiawan, Nicko Kurnia Setiawan, Retno Agus Soffi Widyanesti Priwantoro, Soffi Widyanesti Subudiani, Ni Komang Suherry Suherry, Suherry Sundring Pantja Djati survival survival Susriyanti, Susriyanti Swuanderi, Ketut Syafrudin, Teguh Syahab, Alfin Syarifuddin Syariful Fahmi, Syariful Tato Nuryanto, Tato Tri Auri Yanti Tulus Haryono, Tulus Ujianto, EIH Utami, Wahyu Sri Vismania S. Damaianti, Vismania S. Viyanti Viyanti Wayan Sudarsana Wibawa wibawa Wicaksono, Aditya Rangga Wifasari, Septi Yanuar Surya Putra Yasini, Ketut Yumna, Irsalina Zai, Supriyaman Zalfiatr, Yelmirai Zulkifli Zulkifli Zuzzaifa, Nur