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Journal : Infolitika Journal of Data Science

Cardiovascular Disease Prediction Using Gradient Boosting Classifier Suhendra, Rivansyah; Husdayanti, Noviana; Suryadi, Suryadi; Juliwardi, Ilham; Sanusi, Sanusi; Ridho, Abdurrahman; Ardiansyah, Muhammad; Murhaban, Murhaban; Ikhsan, Ikhsan
Infolitika Journal of Data Science Vol. 1 No. 2 (2023): December 2023
Publisher : Heca Sentra Analitika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60084/ijds.v1i2.131

Abstract

Cardiovascular Disease (CVD), a prevalent global health concern involving heart and blood vessel disorders, prompts this research's focus on accurate prediction. This study explores the predictive capabilities of the Gradient Boosting Classifier (GBC) in cardiovascular disease across two datasets. Through meticulous data collection, preprocessing, and GBC classification, the study achieves a noteworthy accuracy of 97.63%, underscoring the GBC's effectiveness in accurate CVD detection. The robust performance of the GBC, evidenced by high accuracy, highlights its adaptability to diverse datasets and signifies its potential as a valuable tool for early identification of cardiovascular diseases. These findings provide valuable insights into the application of machine learning methodologies, particularly the GBC, in advancing the accuracy of CVD prediction, with implications for proactive healthcare interventions and improved patient outcomes.
Co-Authors A.A. Ketut Agung Cahyawan W Abdurrahman Ridho Adityo, Hilman Dwi Aiyub Aiyub Al Munawir Al Zuhri Alisman, Alisman Almunawir, Almunawir Andiini, Mirna Ria Andika Aprilianto, Andika Andini, Mirna Ria Andria Zulfa Anhar Fazri Aris Munandar Aulia Rahman Baehaqi Balqis, Fathia Bilal, Muhammad Chairunnisa Chairunnisa Chairunnisa Chairunnisa Chandra, Radja Aditya Cut Mutia, Cut Darmadi, Herry Defry Basrin Desi Maulida DIAN FEBRIANTI Ellidianti, Rossy Novia Farizal, Teuku Fatih Abdillah, Muhammad Futri Syam HAQ, Ashanul Hata, Achmad Hendra Raza Herdi Susanto Herri Darsan Husdayanti, Noviana Ikhsan Ikhsan Ikram, Syafrizal Ilham Azmy Ilham Juliwardi INDRAYANI INDRAYANI INDRAYANI INDRAYANI Irpandi, Wira Johar Nur Iin juliana, rena Juliawardi, Ilham Junaidi, Juna Junai Karti, Karti Kerihi, Anthon Simon Yohanis Khatami, Muhammad Kurnia, Dian Masykur, Masykur Maulida, Cut Yanti Maulina, Putri mauludi, mauludi Merawati, Merawati Mirza Adia Nova Muammar Khaddafi Muh Nurtanzis Sutoyo Muhammad Ardiansyah Muhammad Hambal Muhammad Hambal Muhammad Hasyem Mukhlizar, Mukhlizar Muzakir Muzakkir Muzakkir Naz’aina Naz’aina Naz’aina Naz’aina Nurhasanah Nurhasanah Nurya Savitri, Agustin Pogek Pogek Pradityo Utomo Raudhatun Nafisah Razali Razali Rendra Trisyanto Surya Ridha, Ismu Ridho, Abdurrahman Rita Fazlina Ruslan Ruslan Said Fadhlain Samwil, Samwil Sanusi Sanusi Sapriyadi Saputra Lubis, Doni Sari, Pipi Ida Sempena, Iwan Doa Siti Aisah Sofia Sofia, Sofia Suhendra, Rivansyah Sujahri, Irfan SURYA, Rendra Trisyanto Suryadi Suryadi Suryadi Suryadi Syari, Zammiq Teuku Reza Ferasyi Teuku Reza Ferasyi Ti Aisyah Wijono, Hani Adi Yudha Fahrimal Yusniati Yusniati