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Journal : Bulletin of Electrical Engineering and Informatics

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 Abdul Hamid Abdullah Abdullah Abdurahman Abdurrahman Abdurrosyid, Moh. Acep Irham Gufroni Aditya Wahana Adriani, Hanni Adrianty, Uchy Mukho Affindo, Edo Afiati, Laksmita Nur Agus Riyadi Aini S, Nanda Tri Al-Mujaddid, Toriq Furqon Alaydrus, Syafika alfi husni, alfi Aliah, Aliah Alman, Fariel Zulfikar Alman, Gabriel Choirul Amanda, Vivi Ameilia Damayanti Amelia Citra Dewi Amrina Rosyada Anggara, Afwan Anggraini, Intan Ariesta Anjaswara, Dwi Irfan Apriansyah, Ferryma Arba Aradea Arfa, Desmayeti Ari Kusuma Wardana Arief Bakhtiar Darmawan, Arief Bakhtiar Arief Purwanto Ariyanto M, Ariyanto M Aryapranata, Aryawan Ashari, Anisa Fitri Asrai Maros Atika Aini Nasution Aulia, Triana Zuhrotun Ayu Kadek Ari Noviani, Ni Gusti Bafaqis, Muhammad Haziq Baginda Harahap Basir, Syarief Bayu Saputro Bermana, Seftiandra Budiman, Surya Fajar Daegal, Andre Damayanti, Ameilia Dani Gilang Sujana Darmayanti, Yessi Devi Valeriani Dewi, Triana Rosalina Dian Prihardini Wibawa Dian Wijayanti Diva Pari Sangga, Gusti Gede Dwianto, Rahmad Agus Dwiky Qurniawan Dwiniati, Dwiniati Efrinal, Efrinal Eldianson, Rio Endang Setyawati Endri Bagus Prastiyo Enggar Novianto Enny Itje Sela Erik Herman Heri Ujianto Erik Iman Heri Ujianto Fallo, Hamidah Fauzi, Ekha Rifki Fidiantoro, Vicky firmansyah maualana sugiartana nursuwars Habibie, Sri Yaumil Hasdani, Hasdani Herienda, Florensia Heru Prasetyo Hidayat, Nanang Al Husni Mubarok Hutagalung, Husen Idayanti, Rini Idum Satia Santi Indriyani, Septi Ismiati, Windi Ismiati Istianingsih, Nanik Istifaedah, Inggit Nurul Ivan Yulivan Joko Santoso Juang Bertorio, Margala Judijanto, Loso Juniarsih, Delvita Koerunnisa, Koerunnisa Kurniawan, Elan Latifah, Tia M, Ariyanto M. Asyari Syahab Maharani, Mira Mahroza, Jonni malkis, lince Manto, Agus Mardana Yuda, I Wayan Maria Junetha Sihasale Maudiarti, Santi Meliasari, Desi Metzvioleta, Metzvioleta Mhd. Arief Hasan, Mhd. Arief Mohammad Syaltut Abduh, Mohammad Syaltut Muafi, Khabib Muhammad Fairuzabadi Muhammad Rizki Muhammad Rizki Muhammad, Ariyanto Mujaddid, Toriq Furqon Al Mujiani, Sari Mujiani, Sari Mujiani Mulyaningsih, Indrya Myrza Rahmanita Na, Quan Nanik Istianingsih Nasution, Deivy Zulyanti Nawi, Nasrul Nengsih, Neng Suryanti Nilansari , Anis Febri Nilansari, Anis Febri Niluh Puspita Dewi, Niluh Puspita Nina Kusumayanti, Ni Luh Nofiyanti, Fifi Novita, Safitri Dwi Nur Wening, Nur Nur Widiyasono, Nur Nurasih, Zahra Nurcahya, Gugum Gumilang Nurmalinda, Elda Nuryanto , Tato Octarina, Dian Oktafiani, Rian Patiandari, Patiandari Patriandari, Patriandari Poiran Poiran Poiran, Poiran Pradhipta, RMW Agie Pradhipta, RMW. Agie Prakoso, Lukman Yudho Pramesti, Nadia Prastiyo, Endri Bagus Pusparani, Pusparani Putra, Yudha Permadya Putri, Puji Handayani R.M.W. Agie Pradhipta Rachman, Arief Faizal Raditya Witamo, I Made Rahayu, Nurti Ramadhan, Muhammad Ilham Rasilah, Rasilah Raswen Efendi Ratika Tulus Wahyuhana Rendy Rendy Riandy, Denis Victor Rima Aksen Cahdriyana Rina Sari Qurniawati, Rina Sari Riny, Riny Riska Ayu, Agustina Rizkiyah, Solehatur Rizkya, Adilia Tri Rusli Efendi Damanik Rusliyana, Rusliyana Ruswati, Ruswati Santika, Yollandaru Yoga Sarip, Nukman Savitri Hendradewi Setia Wardani Setiadi, Muhammad Ikmal Setiafindari, Widya Setiana, Mira Setiawan, Nicko Kurnia Setiawan, Retno Agus Soemantri, Asep Iwa Soffi Widyanesti Priwantoro, Soffi Widyanesti Sri Patmi, Sri Subudiani, Ni Komang Sudarmanto, Eko Suherry Suherry, Suherry Sundring Pantja Djati survival survival Susriyant, Susriyant Susriyanti, Susriyanti Swuanderi, Ketut Syafrudin, Teguh Syahab, Alfin Syarifuddin Syariful Fahmi, Syariful Syihabuddin Syihabuddin Tato Nuryanto, Tato Tri Auri Yanti Tri Untoro, Iwan Hartadi Tulus Haryono, Tulus Ujianto, EIH Utami, Wahyu Sri Vismania S. Damaianti, Vismania S. Viyanti Viyanti Wawang Anwarudin Wayan Sudarsana Wibawa wibawa Wicaksono, Aditya Rangga Wifasari, Septi Yanuar Surya Putra Yasini, Ketut Young Soo, Kim Yudan Hermawan Zai, Supriyaman Zalfiatr, Yelmirai Zulkifli Zulkifli Zuzzaifa, Nur