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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Signifikan : Jurnal Ilmu Ekonomi JURNAL SAINS PERTANIAN EQUATOR Perkebunan dan Lahan Tropika MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) KOMUNITAS: INTERNATIONAL JOURNAL OF INDONESIAN SOCIETY AND CULTURE Indonesian Journal of Disability Studies Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer INTEGER: Journal of Information Technology Didaktis: Jurnal Pendidikan dan Ilmu Pengetahuan Bisma: Jurnal Bisnis dan Manajemen Ekuilibrium : Jurnal Ilmiah Bidang Ilmu Ekonomi JAE (Jurnal Akuntansi dan Ekonomi) CERMIN: Jurnal Penelitian Jurnal ABDINUS : Jurnal Pengabdian Nusantara Airlangga International Journal of Islamic Economics and Finance Jurnal Akuntansi dan Keuangan (JAK) MATH-EDU: Jurnal Ilmu Pendidikan Matematika MAQASIDI Wiga : Jurnal Penelitian Ilmu Ekonomi Formosa Journal of Sustainable Research (FJSR) Cerdika: Jurnal Ilmiah Indonesia Innovative: Journal Of Social Science Research JEID West Science Social and Humanities Studies Al-Zayn: Jurnal Ilmu Sosial & Hukum Al Adawat : Jurnal Pendidikan Madrasah Ibtidaiyah Jurnal Ekuilibrium Wali Pikir: Journal of Education SENMEA Proceeding Of International Conference On Education, Society And Humanity
Edy Santoso
Brawijaya University
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Public Health Social Sciences Other

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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 Ridok Adhli Falah, Putra Agnita Siska Pramasdyahsari, Agnita Siska Ais Azra Azhari Aisah Jumiati Ali Mahsun Amin, Muhammad Basil Musyaffa Andy Rachman Anggraini, Silvia Anggraini, Vidya Ari Pratiwi Arifin, Maulana Muhamad Arinurdin, Novayandra Budiman, Tji Natalia Cahyadi, David Candra Dewi Denny Sagita Rusdianto Dhanang Widijawan Duwi Yunitasari Dwihar, Muhammad Naufal Habibie Effendy, Zindagi Mahara Ema Nurzainul Hakimah, Ema Nurzainul Endang Wahyu Handamari Erawan, Yevi Mulyana Estiyani, Nanik Fabiano, Stefanus Fachry Abda El Rahman Fatmawati Fatmawati Fauzan, M. Sabran Fauziyah Juanti Firman Maulana, Firman Fivien Muslihatinningsih Hadi Priyono, Teguh Hadipriyono, Teguh Hartawan, Alan Hernawati RAS Indriati Indriati Indriati Iqbal, Rizky Maulana Irawan, Muhammad Emil Fauzan Iskandar, Ivan Juliawati, Kania Khakiim, Nuur Abduh ‘Aliimul Khoirunisa, Nabilla Kuciswara, Dita Kurnianingtyas, Diva M. Hidayat Mahmudi, Wayan Firdaus Maqfirah , Poetri AL-Viany Marji Marji Mayasari, Nanny Mega Rahayu Mijan, Mijan Munib Munib, Munib Muslihatiningsih, Fivien Nanik Istiyani Novanto Yudistira Nurjani Nurmalasari, Nova Tri Oktaviana, Faradilla Permataningrum, Sandra Elanda Aza Pramasdyah Sari , Agnita Siska Pranata, Alfisyar Jefry Pratiwi, Anna Desy Pratiwi, Anugrah Putri Purtomo Somaji, Rafael Purwaningsih - Puspitasari, Febriana Maya Putomo Somaji, Rafael Putra Kharisma, Agi Rachmania Nurul Fitri Amijaya Rahmat, Riris Risnayanti Rekyan Regasari Mardi Putri, Rekyan Regasari Mardi Rinata, Rena Saedi, Hedi Ceril Sahadati, Mila Santoso, Allegra Santoso, Nurudin Sari, Lucky Nurlita Sastomo, Yogi Puji Setiawan, I Komang Agus Ari SHW, Bayu Sianturi, Manat Hendry Fernando Sigit Ratnanto Sjafruddin Subargo, Yopi Lutfi Sugiyanti Sugiyanti Suhara, Ade Sulistyowati Sulistyowati Teguh Hadi Priyono Teguh Hadi Priyono Tirana Noor Fatyanosa Viphindrartin, Sebastiana Wicaksana, Alif Dimas Widiyanto Wilantari, Regina Niken Wulan Amboro Kasih , Sekar Yanti Hermawati Yarno, Yarno Yeti Kurniati Yudistira, Indrajati Yuita Arum Sari Yuliastuti , Hilda Zainuri Zulhan, Galang