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All Journal Jurnal Berkala Epidemiologi Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Paediatrica Indonesiana Jurnal Medik Veteriner Journal of Midwifery Journal Of Widya Medika Junior Jurnal Widya Medika
Paul L Tahalele
Department Of Surgery, Airlangga University Medical School/Dr. Soetomo General Hospital, Surabaya, East Java
Biochemistry, Genetics & Molecular Biology Computer Science & IT Engineering Health Professions Immunology & microbiology Medicine & Pharmacology Public Health Social Sciences Veterinary

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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Perbandingan Performansi Algoritma Pengklasifikasian Terpandu Untuk Kasus Penyakit Kardiovaskular Adi Nugroho; Agustinus Bimo Gumelar; Adri Gabriel Sooai; Dyana Sarvasti; Paul L Tahalele
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 4 No 5 (2020): Oktober 2020
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (477.038 KB) | DOI: 10.29207/resti.v4i5.2316

Abstract

One of the health problems that occur in Indonesia is the increasing number of NCD (Non-Communicable Disease) such as heart attack and cardiovascular disease. There are two factors that cause cardiovascular disease, i.e. factor that can be changed and cannot be changed. This study aim to analyze the best performance of several classification algorithms such as k-nearest neighbors algorithm (k-NN), stochastic gradient descent (SGD), random forest (RF), neural network (NN) and logistic regression (LR) in classifying cardiovascular based on factors that caused those diseases. There are two aspects that need to be examined, the performance of each algorithm which is evaluated using the Confusion matrix method with the parameters of accuracy, precision, recall and AUC (Area Under the Curve). The dataset uses 425.195 samples from result data of cardiovascular disease diagnosed. The testing mode uses percentage split and cross-validation technique. The experimental results show that the performance of NN algorithms produces the best prediction accuracy compared to other algorithms, which is accuracy of 89.60%, AUC of 0.873, precision of 0.877, and recall of 0.896 using percentage split and cross-validation testing mode using Orange. For the accuracy of 89.46%, AUC of 0.865, precision of 0.875, and recall of 0.895 using cross-validation testing mode using Weka. By KNIME, the result of accuracy value is 88.55%, AUC value is 0.768, precision value is 0.854, and recall value is 0.886 using cross-validation testing mode.
Co-Authors Achmad Basori, Achmad Adi Nugroho Adri Gabriel Sooai Agatha Christi Palupi Agustinus Bimo Gumelar Agustinus Bimo Gumelar Albert Setiawan Alyssa Claudia Valerie Gunawan Amadeo, Jovan Angelina, Zenia Anggorwasito, Jose L Anggowarsito, Jose L Arief, Teuku Audrey Fedora Irawan Bernadette Dian Novita Bernadette Dian Novita Bernadette Dian Novita Bernadette Dian Novita Dewi Budipramana, Edwin Claudia Tjipto Daniel DH Silitonga Delvi Vorst Dewi, I.G.A.P.D Dhihintia Jiwangga Dhihintia Jiwangga Suta Dhihintia Jiwangga Suta Dian Putri, Maria Patricia Dorothea Kusumaningrat Dyana Sarvasti Ellenora R Mustikaningrat Ellenora R Mustikaningrat Epriyanto T Darmadi Erwin, Ferdinand Evelyn Ongkodjojo Febianingrum, Adhani Ferdinand Erwin Gerardo AK Laksono Gerardo AK Laksono Gerardo AK Laksono Gerardo AK Laksono Gerardo Axel Ruslie Gerardo Laksono Hanindita, Meta Herdiana Harijati, Erna Hendrata, Adi Pramono Hendrawan, Kevin Anggakusuma Herman YL Wihastyoko Huang, Velinda Hutama, Andreas MS Immanuel Michael Irene L Parengkuan Jose L. Anggowarsito Joseph, Herman Kartana, Kartana Kevin Samsudin Kevin Samsudin Khoesasih, Antonius Kevin Kuncorojakti, Suryo Laksono, Gerardo Laksono, Gerardo AK Ludia, Grace Margaretha M. Nahak, Belinda Peregrina Maria S Ganggur Martha Ervina Melvin F Gonga Merici, Angela Merlinda Dwintasari Merlinda Dwintasari Mitchell Theny Motulo, Yosis Y Nevan Go Ni Nyoman Ratih Dharmapatni Niluh Suwasanti Niluh Suwasanti Ninik Asmaningsih Soemyarso Noorlaksmiatmo, Harno Prihadi Novita, Bernadette Dian Nunung Nugroho Oktavianus Y Ampur Oktavianus Y Ampur Rahayu, Titien Ricardo, Evan Ricardo, Henry Riskky Vitria Prasetyo Samsudin, Kevin Sembiring, Yan Efrata Sianty Dewi Sianty Dewi Soebroto, Heroe Soediono, Endang Isbandiati Sumi WIjaya, Sumi Suwasanti, Niluh Theresia Cindy Limantoro Titiek Ernawati Tjahjono, Yudy Tridharmadi, Epriyanto Wahyuni Widoretno, Elisabeth Tri Wedharga, I Gede Putu Adhi Wihastyoko, HYL Wijaya, Hendy Wilson Christianto Khudrati Wismaya, IGP Wegen Y Motulo Y Motulo Young, Andre