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Dian Anggraeni
Fakultas Pertanian Universitas Sultan Ageng Tirtayasa Jalan Raya Jakarta Km 4 Pakupatan Serang-Banten
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Journal : BERKALA SAINSTEK

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Classification of Cardiovascular Disease Gene Data Using Discriminant Analysis and Support Vector Machine (SVM) Prayogo, Rizky; Anggraeni, Dian; Hadi, Alfian Futuhul
BERKALA SAINSTEK Vol 10 No 3 (2022)
Publisher : Universitas Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19184/bst.v10i3.22259

Abstract

Cardiovascular disease is a disease caused by impaired function of the heart and blood vessels. This disease is caused by many factors, one of which is genetics, while the causes are age, gender, and family history. In this study, classification of 62 individuals with normal response and cardiovascular disease was carried out. Discriminant Analysis (AD) is a method that classifies data into two or more groups based on several variables where data that has been entered into one group will not be included in another group. The Support Vector Machine (SVM) performs classification by building an N-dimensional hyperplane that optimally separates data into two categories in the input space. Furthermore, AD and SVM will be compared to get which method has the best accuracy, after that it will be added to clustering using k-means and k-means kernels to improve the accuracy of each method. The results of this study are AD and SVM have accuracy values of 83.33% and 91.66%, for AD and SVM which are subjected to k-means have accuracy values of 91.66 % and 91.66 %, and for AD and SVM subjected to k-means kernel has an accuracy value of 100 % and 100 %.
Co-Authors Agnestia, Citra Agus Kusnawan Agus Permana Ahmad Kamsyakawuni Ahmad Mujaki Diwan Alfarisi, Muhammad Naufal Alfian Futuhul Hadi Algantya, Vylda Yuni Aliudin Aliudin - Aliudin Aliudin Aliudin Aliudin Aliudin Aliudin AM, Kartina Andriyani Andry Nirwanto Andy Andy Angelina Lucia Anggraeni, Ganung Anita Metta Sari Anjani, Anisa Fitri Anton Eka Prasetia Asri Jaya Awalin, Qonita Ilmi Beatrice, Beatrice Dewi, Arina Kartika Dini Kartika Sari Dwi Irianto, Retno Dwi Putra, Candra Yanuar Dwi Putri Antika Eka Laelah Ernyasih Evi Sovia Fitria Riany Eris Frida Murtinasari, Frida Ginny, Puti Lenggo Gita Dwi Lestari Hakim, Mohamad Zulman Herijawaty, Etty Herlina Herlina I Made Tirta Ika Pratiwi jaka sumardyanto Jakobus Runkat, Jakobus Jejen Aripin Kamila, Andin Kurniati Kusnawan, Agus Laluur, Eugenius Lidia Sinabang Limajatini, Limajatini Liman, Ineh Masruroh MASRUROH Meisty, Ferisa Dwi Alfia Melatnerbar, Benyamin Meutia Meutia Meutia, Meutia Mohamad Fatekurohman Muhammad Dhabit Dzikribillah Muhammad Rizal Febriansah Munandar, Aris Netta Azzahra Pangesti Nia Ariani Putri Nugraha, Rhea Veda Nurmalia Lusida Oke Hendra Parameswari, Rinintha Peng Wi Prayogo, Rizky Rachellia, Rachellia Rachman, Hidayatul Ramadhani, Lutvia Citra Ratna Mega Sari Ratwita, Welly Regina Regina Rita Purnamasari Riza Fikriana Rizal, Navioer Robby Mubarok Roosje Rosita Oewen, Roosje Rosita Rosada, Nilta Roydatul Jamila Rudi hastomo rusbandi rusbandi, rusbandi Salampessy, Messalina L. Samara, Aldi Sanjaya, Marco Santamoko, Ruby Santomoko, Ruby Selfiyan Selfiyan Selfiyan Setiawan Sariyoga Setiawan Sariyoga, Setiawan Setiawan, Johan Shella Fajru Nailufar Silaswara, Diana Sofiyudin, Andriyatno Sri Fitriyah Stefen Wardana Suherna Suherna Suherna Suherna Sulistiyowati, Rina Syarief Hidayat Tarissa, Tarissa Taufik Hidayat Taufik Hidayat The, Lianah Tiara Muthiarsih Tirta, Made Ullah, Nasrullah Wi, Peng Winda Nurtiana Wiwik Handayani Wiwit Dwi Nurbadriyah yahya kamal Yohamintin Zulfatun Najah Zulfatun Najah