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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Journal of the Medical Sciences (Berkala Ilmu Kedokteran) Jurnal Buana Informatika TELKOMNIKA (Telecommunication Computing Electronics and Control) Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) Proceeding of the Electrical Engineering Computer Science and Informatics Jurnal Eksplora Informatika Communications in Science and Technology Jurnal Otomasi Kontrol dan Instrumentasi Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) IJITEE (International Journal of Information Technology and Electrical Engineering) Indonesian Journal of Electrical Engineering and Computer Science Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE) JAREE (Journal on Advanced Research in Electrical Engineering) Communications in Humanities and Social Sciences Jurnal Nasional Teknik Elektro dan Teknologi Informasi Journal FORTEI-JEERI Prosiding SNPBS (Seminar Nasional Pendidikan Biologi dan Saintek) Pancaran Pendidikan Teknik: Jurnal Teknik Mesin, Elektro dan Ilmu Komputer Teknomatika: Jurnal Informatika dan Komputer
Noor Akhmad Setiawan
Department Of Electrical Engineering And Information Technology, Faculty Of Engineering, Universitas Gadjah Mada, Yogyakarta
Religion Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mechanical Engineering Neuroscience Physics Social Sciences

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Journal : Journal FORTEI-JEERI

 1 
A Improving Feature Selection on Heart Disease Dataset With Boruta Approach Muhammad Arzanul Manhar; Indah Soesanti; Noor Akhmad Setiawan
Journal FORTEI-JEERI Vol. 1 No. 1 (2020): FORTEI-JEERI
Publisher : Forum Pendidikan Tinggi Teknik Elektro Indonesia (FORTEI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (274.681 KB) | DOI: 10.46962/forteijeeri.v1i1.6

Abstract

Coronary artery disease (CAD) is one of the deadliest diseases in the entire world, including in Indonesia. CAD occurs due to narrowing or blockage of coronary arteries which is usually caused by atherosclerosis. Various studies have been conducted with the aim to predict the nature and characteristics of this disease. Some researches uses the Z-Alizadeh Sani dataset which consists of 54 attributes with two results of classification, CAD and Normal to classify its data. Feature selection is one way to reduce the number of attributes that exist by leaving the attributes that have a high effect on the dataset. In this study, the Boruta method is used as a feature selection to minimize the attributes and leave the attributes with high relative with the dataset. By reducing the attributes in the dataset through the feature selection process, sets of 17 and 18 attributes are selected as attributes with high relative with the dataset. These attributes then used to calculate the accuracy value of the dataset using the several classification methods and 90,3% accuracy is obtained from this study.
Co-Authors Adhistya Erna Permanasari Adi Nugroho Adi Wijaya Adi Wijaya Agastya, I Made Artha Ahmad Fauzi Mabrur Aji, Marcus Nurtiantara Anggrahini, Dyah Wulan Anugrah Galang Persada Anugrah Galang Persada, Anugrah Galang Aras, Rezty Amalia Auliya, Syafira Baehaqi Bagus Kurniawan Bambang Sugiyantoro Berbudi Bowo Laksono Brahmantya Aji Pramudita Daru Hagni Setyadi Desyandri Desyandri Dewi, Sri Kusuma Dwi Retno Puspita Sari E. Elsa Herdiana Murhandarwati Eko Nugroho Eko Nugroho Fery Antony Fityah, Farhatul Galuh Indah Zatadini Gilang Adityasakti Hairani Hairani Hanung Adi Nugroho Haried Novriando Heilbert Armando Mapaly I Made Yulistya Negara I Md. Dendi Maysanjaya Igi Ardiyanto Indah Soesanti Ipin Prasojo Ipin Prasojo, Ipin Irma Yuliana Julianto Lemantara Kadek Dwi Pradnyani Novianti Kadek Dwi Pradnyani Novianti, Kadek Dwi Pradnyani Kharisma Adi Utama Lina Choridah Lukito Edi Nugroho Luthfi Ardi Made Satria Wibawa Maghfirah Maghfirah Maghfirah Maghfirah Maghfirah Marcus Nurtiantara Aji Mochammad Wahyudi Muhammad Arzanul Manhar Muhammad Fawaz Saputra Murnani, Suatmi Ni Wayan Priscila Yuni Praditya Nugraha, Anggit Ferdita Nugroho, Adi Nugroho, Anan Oyas Wahyunggoro Paulus Insap Santosa Persada, Anugrah Galang Prasojo, Ipin Putra, M. Azka Rahmadi, Ridho Ratna Lestari Budiani Buana Ridho Rahmadi Ridho Rahmadi Rifkie Primartha Rochim, Febry Putra Rudy Hartanto Sajiah, Adha Mashur Sekar Sari Siti Helmyati Sri Kusuma Dewi Sri Kusuma Dewi, Sri Kusuma SRI RAHAYU Sri Suning Kusumawardani Subhan Afifi Sunu Wibirama Surjono Surjono Teguh Bharata Adji Tito Yuwono, Tito Tole Sutikno Utama, Kharisma Adi Widhi Hartanto Widhia K.Z Oktoeberza Wijaya, Adi Zatadini, Galuh Indah