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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Journal of Innovation and Applied Technology Jurnal Teknologi Informasi dan Ilmu Komputer JPSriwijaya Journal of Information Technology and Computer Science Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Rekyan Regasari Mardi Putri, Rekyan Regasari Mardi
Fakultas Ilmu Komputer Universitas Brawijaya
Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Law, Crime, Criminology & Criminal Justice Neuroscience Public Health

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Performance Comparison of Rule Generation Method Substractive Clustering and Fuzzy C-Means Clustering on Sugeno's Inference for Stroke Risk Detection Mardi Putri, Rekyan Regasari; Santoso, Edy
MATICS Vol 9, No 2 (2017): MATICS
Publisher : Department of Informatics Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (598.178 KB) | DOI: 10.18860/mat.v9i2.4587

Abstract

Abstract - Fuzzy Inference is one method that cansolve the problem of uncertainty in a decision-makingor classification well. In inference, fuzzy rules thatrepresent the need of expert knowledge in the relevantfields, so that the classification given decision or beappropriate expert knowledge. However there are timeswhen experts are less able to represent the rules of theappropriate knowledge or knowledge that there is needof too many rules, so we need a method that cangenerate rules based on the data given expert.At issue troke s disease risk detection, it also occursbecause of the research that has been done by taking thedirect rule of experts, it turns out less than the maximumaccuracy, still 82.89%. Substractive methodsClustering and Fuzzy C-Means (FCM) could generaterules by grouping algorithm, in which the existingtraining data are grouped in common and the rules ofthe group raised. Differences in the two methods are indetermining the center of the cluster and assign eachincoming data which groups.Based on research that has been done, substractiveaverage Clustering membrika better accuracy is84.46%, while 73.81% FCM. However, in theprocessing time FCM faster at 16.75 seconds to give anaverage processing time of 13:02 seconds.
Co-Authors Achmad Arwan Agung Setia Budi, Agung Setia Agus Wahyu Widodo Ahmad Izzuddin Ainun Najib Eka Christianto Akbar, Muhammad Faithur Adel Patria Albert, Muhammad Zaidan Aldo, Muhammad Alhasyimi, Dana Mustofa Alqadri, Aikal Ichsan Annuranda, Ramansyah Eka Aulady, Fadhli Barlian Henryranu Prasetio Budi Darma Setiawan Candra Dewi Candra Dewi Chusnah Puteri Damayanti Dahnial Syauqy Dharmawan, Fakhriz Thoriqo Dian Eka Ratnawati Edy Santoso Eko Setiawan Eko Setiawan Elsa Nuramilus Shofia Endah Utik Wahyuningtyas Faizatul Amalia Fajar, Sanhnai Fathirul Firdaus, Muhammad Alifiansyah Firza Zamzani, Muhammad Fitra Abdurrachman Bachtiar Fitriyah, Hurriyatul Fran's Dwi Saputra Atmanagara Frans Agum Gumelar Gembong Edhi Setyawan Haqiqi, Farih Akmal Herlambang, Romario Yudo Hisdianton, Oktavian Hurriyatul Fitriyah, Hurriyatul Ichsan , Mochammad Hannats Hanafi Imam Cholissodin Indriati Indriati Irfan Muzakky Nurrizqy Iunike Kartika Dewi Karuniawan Susanto Khoirin Nisa Fitrianur Kurniawan, Rafi Athallah Kusuma, Aji Ranca Lailil Muflikhah Luthfi Anshori M. Ali Fauzi Mahar Beta Adi Sucipto, Ekmaldzaki Royhan Malik, Hifdzul Manoeroe, Gregorio Maryamah Maryamah Merry Gricelya Nababan Merry Gricelya Nababan, Merry Gricelya Mimin Putri Raharyani Moch. Maulana Alrizzaqi Muhammad Abduh Muhammad Adiputra Muhammad Najmi Ridhani Muzayyin, Asep Niken Hendrakusma Wardani Ningsih Puji Rahayu Nurkhoyri, Ageng Nurrizqy, Irfan Muzakky Nurul Auliyah Pamungkas, Gilang Alif Pangestu Ari Wijaya Pardamean, Yohanes Pratama, Muhammad Naufal Rafi Pratomo Adinegoro Pricillia, Lidya Ruth Rakhmadhany Primananda, Rakhmadhany Rakhmadina Noviyanti Ramadhan, Wafdannur Ramadhani, Roihaan Randi Pratama Nugraha Randy Cahya Wihandika Randy Cahya Wihandika Ridho Adi Febrian Rima Diah Wardhani Rizal Maulana, Rizal Rizqi Muh. Muqoffi Ashshidiqi Satria Dwi Nugraha Satrio Agung Wicaksono Sevtyan Eko Pambudi Siswanti Supraptoa Supraptoa Sutopo Sutopo Sutrisno Sutrisno Syahwanto, Virandy Bagaskara Tegar Assyidiqi Nugroho Tibyani Tibyani Utaminingrum, Fitri Vienticentia Imanuwelita Wijaya Kurniawan Yusi Tyroni Mursityo Yusuf Priyo Anggodo, Yusuf Priyo Zahra Swastika Putri Zarkasyi, Muhammad Rifky Irfan Zultoni Febriansyah