Predictive diagnostics for early identification of cardiovascular disease: a machine learning approach
By:
References
- Kaggle, “Cleveland Heart Disease Dataset.” [Online]. Available: https://www.kaggle.com/datasets/ritwikb3/heart-disease-Cleveland.
- “Statlog (Heart) Dataset,” UCI Machine Learning Repository. DOI:
10.24432/C57303 . - S. I. Ayon, M. M. Islam, and M. R. Hossain, “Coronary Artery Heart Disease Prediction: A Comparative Study of Computational Intelligence Techniques,” IETE J. Res., 2020. DOI:
10.1080/03772063.2020.1713916 . - M. M. Ahsan and Z. Siddique, “Machine learning-based heart disease diagnosis: A systematic literature review,” Artif. Intell. Med., vol. 128, 2022, Art. no. 102289. DOI:
10.1016/j.artmed.2022.102289 . - S. Taqdees, N. Akhtar, and K. Dawood, “Heart Disease Prediction,” ResearchGate, Jun. 2021. [Online]. Available: https://www.researchgate.net/publication/349140147_Heart_Disease_Prediction.
- M. Gaikwad, P. Asole, and L. Bitla, “Effective Study of Machine Learning Algorithms for Heart Disease Prediction,” in Proc. IEEE PARC, 2022, pp. 1–6. DOI:
10.1109/PARC52418.2022.9726613 . - D. A. Debal and T. M. Sitote, “Chronic kidney disease prediction using machine learning techniques,” J. Big Data, vol. 9, no. 109, 2022. DOI:
10.1186/s40537-022-00657-5 . - N. Manandhar, S. L. Shrestha, and R. Tandukar, “Heart Disease Prediction,” Mar. 11, 2020.
- V. V. Ramalingam, A. Dandapath, and M. K. Raja, “Heart disease prediction using machine learning techniques: A survey.”
- H. Jindal, S. Agrawal, R. Khera, R. Jain, and P. Nagrath, “Heart disease prediction using machine learning algorithms,” IOP Conf. Ser.: Mater. Sci. Eng., vol. 1022, p. 12072, 2021. DOI:
10.1088/1757-899X/1022/1/012072 . - C. M. Bhatt, P. Patel, T. Ghetia, and P. L. Mazzeo, “Effective Heart Disease Prediction Using Machine Learning Techniques,” DOI:
10.3390/a16020088 . - S. Mohan, C. Thirumalai, and G. Srivastava, “Effective Heart Disease Prediction Using Hybrid Machine Learning Techniques,” IEEE Access, vol. 7, 2019. DOI:
10.1109/ACCESS.2019.2923707 . - V. Sharma, S. Yadav, and M. Gupta, “Heart Disease Prediction using Machine Learning Techniques,” in Proc. ICACCCN, Greater Noida, India, 2020, pp. 177–181. DOI:
10.1109/ICACCCN51052.2020.9362842 . - M. T. García-Ordás, M. Bayón-Gutiérrez, C. Benavides, et al., “Heart disease risk prediction using deep learning techniques with feature augmentation,” Multimed. Tools Appl., vol. 82, pp. 31759–31773, 2023. DOI:
10.1007/s11042-023-14817-z . - M. Chavan, S. K. Singh, S. Bansod, and P. Pal, “Design and Implementation of Heart Disease Prediction Using Artificial Neural Network,” in Proc. IEEE ICONSTEM, Chennai, India, 2023, pp. 1–6. DOI:
10.1109/ICONSTEM56934.2023.10142267 . - J. Patel, “Heart Disease Prediction Using Machine Learning and Data Mining Techniques,” 2015.
- H. Sun and J. Pan, “Heart Disease Prediction Using Machine Learning Algorithms with Self-Measurable Physical Condition Indicators,” 2023.
- A. Golande and P. Kumar, “Heart Disease Prediction Using Effective Machine Learning Techniques,” 2019.
- S. Nashif, M. R. Raihan, M. R. Islam, and M. H. Imam, “Heart Disease Detection by Using Machine Learning Algorithms and a Real-Time Cardiovascular Health Monitoring System.”
- A. Gavhane, G. Kokkula, I. Pandya, and K. Devadkar, “Prediction of Heart Disease Using Machine Learning,” in Proc. IEEE ICECA, Coimbatore, India, 2018, pp. 1275–1278. DOI:
10.1109/ICECA.2018.8474922 . - M. G. Rajathi, N. Vanitha, V. Parameswari, “Heart Disease Prediction Using Machine Learning Algorithms,” 2020.
- M. Radwan, N. M. Abdelrahman, H. W. Kamal, A. K. A. Elewa, and A. M. Mohamed, “ML: Heart Disease Prediction using Machine Learning,” DOI:
10.21608/jocc.2023.282098 . - “Heart Disease Dataset,” UCI Machine Learning Repository. [Online]. Available: https://archive.ics.uci.edu/dataset/45/heart+disease.
- Weka Machine Learning Software, [Online]. Available: https://ml.cms.waikato.ac.nz/weka/index.html.
DOI: https://doi.org/10.2478/ijssis-2025-0021 | Journal eISSN: 1178-5608
Language: English
Submitted on: Jan 12, 2025
Published on: May 16, 2025
Published by: Professor Subhas Chandra Mukhopadhyay
In partnership with: Paradigm Publishing Services
Publication frequency: 1 times per year
Keywords:
Related subjects:
© 2025 Pooja Bagane, Moksh Oswal, Sachin Mhetre, Prabhat Shankar, Praneet Mahendrakar, Obsa Amenu Jebessa, published by Professor Subhas Chandra Mukhopadhyay
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.