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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) IJCCS (Indonesian Journal of Computing and Cybernetics Systems) snimed Jurnal Teknoin SITEKIN: Jurnal Sains, Teknologi dan Industri Sistemasi: Jurnal Sistem Informasi Jurnal CoreIT Communications in Science and Technology Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat ComTech: Computer, Mathematics and Engineering Applications Refleksi Pembelajaran Inovatif Automata Jurnal Teknik Informatika (JUTIF) International Journal Software Engineering and Computer Science (IJSECS) Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Locus Penelitian dan Pengabdian Khazanah: Jurnal Mahasiswa Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK)
Elyza Gustri Wahyuni
Jurusan Teknik Informatika Fakultas Teknologi Industri Universitas Islam Indonesia
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Journal : Jurnal CoreIT

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Membandingkan Tingkat Efisiensi Metode Tsukamoto dan Sugeno untuk kasus Pneumonia Wahyuni, Elyza Gustri
Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi Vol 7, No 2 (2021): Desember 2021
Publisher : Fakultas Sains dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (530.218 KB) | DOI: 10.24014/coreit.v7i2.15085

Abstract

There are three methods that can be used to implement the Fuzzy Inference System (FIS), namely Tsukamoto, Mandani and Sugeno. Each of the three methods has its own characteristics and advantages. Several third studies used this method to compare the efficiency level of different cases. This study also aims to see the most efficient method by comparing the two FIS methods, namely Tsukamoto and Sugeno, based on medical cases from previous studies that have tested the validity of the results from pulmonary specialists. The data used are the same data as previous studies, namely regarding the diagnosis of pneumonia. The analytical method used is Mean Absolute Percantage Error (MAPE) to get the accuracy value of how close a measurement result is to the actual number. Based on the cases tested, the key from the Sugeno method resulted in a smaller MAPE than Tsukamoto, namely 3.15%, which means that the Sugeno method results closer to the pneumonia score/actual value.
Co-Authors Adhin Alifarchan Aditya, Silfa Kurnia Ahmad Syahriza Ramadhan Anggraini, Nadia Rahmi Nur Aswal Chusnan Widodo Athiya Mutiara Denasfi Baharuddin, Mohd Hafiz Erna Retno Wukiratun Fadhillah Abriyani Fadhillah, Lalam Fathonah Farhan Mozart Aditya Fahreza Fatimah Shalehah Fayruz Rahma Firman Kurnianto Joko Susilo Karimah, Karimah Kholid Haryono Kurniawan, Ricky Linda Rosita Lizda Iswari Maria Ulfa Muhammad Zufar Al Rafif Nadya Khairunnisa Nikmah, Za Idatin Nurul Fatikah Muchlis Pratiwi, Anis Prinanda, Zetram Adhitya Putra, Arya Nanda Mahardika Ramadhan, Ahmad Syahriza Ramadhana Bagus Solichuddin Sri Kusumadewi sri mulyati Tamiri, Muhammad Husni Tito Yuwono, Tito Trisdiatin, Sausan Vedamurti Nuur Anisah Wahyudi, Rian Tri Widodo Prijodiprodjo Wijoyo Budi Prasetyo Zhivomirov, Hristo