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RidgeCV
e-ISSN: 2582-5208 International Research Journal of Modernization in Engineering Technology and Science
Volume:03/Issue:03/March-2021 Impact Factor- 5.354 www.irjmets.com
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Tree Classifier algorithm. The Extra Tree Classifier supported UCI repository dataset has the very best accuracy, i.e. 93.44%, whereas others have low accuracy than Extra Tree Classifier. In conclusion, and with the review of the literature, we tend to believe acompetitive landmark solely is achieved within the suggestion of the model purposed for the patient with Heart disease. Hence, it's a desire for combination and additional advanced models to extend the accuracy to up that may help predict heart disease more accurately.
IX. REFERENCES
[1] C.A.Devi,S.P.Rajamhoana, K.Umamaheswari , R. Kiruba, K. Karunya, and R. Deepika, ‘‘Analysis of neural networks based heart disease prediction system,’’ in Proc. 11th Int. Conf. Hum. Syst. Interact. (HSI),
Gdansk, Poland, Jul. 2018, pp. 233–239. [2] Mai Shouman, Tim Turner, Rob Stocker, “ Using data mining techniques in heart disease diagnosis and treatment”, IEEE Japan-Egypt Conference on Electronics, Communications and Computers, 2012. [3] SP.Rajamhona,2018.Analysis of neural network based heart disease prediction system. Cleveland and statlog heart disease database , UCI repository [4] Salma banu N.k,2016Prediction of heart disease at early stage using data mining and big data analytics.
UCI repository. [5] Purusothama et al ,2015. Different classification techniques to design risk prediction model for heart disease. UCI repository. [6] Amin Ul Haq , 1 Jian Ping Li , 1 Muhammad Hammad Memon , 1 Shah Nazir , 2 and Ruinan Sun. A Hybrid
Intelligent System Framework for the Prediction of Heart Disease Using Machine Learning Algorithms. [7] Alizadehsani, Roohallah, Jafar Habibi, Mohammad Javad Hosseini, HodaMashayekhi, ReihaneBoghrati,
Asma Ghandeharioun, BehdadBahadorian, and Zahra Alizadeh Sani. "A data mining approach for diagnosis of coronary artery disease." Computer methods and programs in biomedicine 111, no. 1 (2013): 52-61. [8] UCI repository dataset for Heart Disease. https://archive.ics.uci.Edu/ml/datasets/Heart Disease [9] Classification Example with Ridge Classifier in Python. https://www.datatechnotes.com/2020/07/classification-example-with-ridge-classifier-in-python.html
