A comparative study of classification and prediction of Cardio-Vascular Diseases (CVD) using Machine Learning and Deep Learning techniques

ICT Express - Tập 8 - Trang 109-116 - 2022
M. Swathy1, K. Saruladha1
1Department of CSE, Puducherry Technological University, Puducherry, India

Tài liệu tham khảo

www.nhs.uk/conditions/cardiovascular-disease/, 0000. towardsdatascience.com/heart-disease-prediction-73468d630cfc, 0000. Ishtake, 2013, Intelligent heart disease prediction system using data mining techniques, Int. J. Healthc. Biomed. Res., 1, 94 Mythili, 2013, A heart disease prediction model using SVM-decision trees-logistic regression (SDL), Int. J. Comput, Appl. (0975–8887), 68 Soni, 2011, Predictive data mining for medical diagnosis: An overview of heart disease prediction, Int. J. Comput. Appl. (0975–8887), 17 Komal, 2015, Novel approach for heart disease prediction using decision tree algorithm, Int. J. Innov. Res. Comput. Commun. Eng., 3 Sudha, 2012, Effective analysis and predictive model of stroke disease using classification methods, Int. J. Comput. Appl. (0975–8887), 43 Chandrasekhar, 2019, Detection of heart diseases using data mining techniques, Int. J. Eng. Sci. Res. Technol. IJESRT, 8 Jagtap, 2017, Prediction and analysis of heart disease, Int. J. Innov. Res. Comput. Commun. Eng., 5 Keerthana, 2017, Heart disease prediction system using data mining method, Int. J. Eng. Trends Technol. (IJETT), 47 Chaitrali S. Dangare, 2012, Improved study of heart disease prediction system using data mining classification techniques, Int. J. Comput. Appl. (0975–888), 47 Methaila, 2014, Early heart disease prediction using data mining techniques, 53 T. Chandrasekhar, S.S.V Harsha Pavan, B. Vinay, Detection Of Heart Diseases Using Data Mining Techniques, Int. J. Eng. Sci. Res. Technol. - ISSN: 2277-9655, Impact Factor: 5.164, IC™ Value: 3.00 CODEN: IJESS7, 0000. Shinde, 2015, An intelligent heart disease prediction system using K-means clustering and Naïve Bayes algorithm, (IJCSIT) Int. J. Comput. Sci. Inf. Technol., 6, 637 Shweta Gupta, . Prof. Aditi Nema, . Prof. Kiran Agrawal, Heart Disease Prediction using PCA-KNN in Data Mining, in: IDES Joint International Conferences on IPC and ARTEE – 2017, 0000. Hazra, 2017, Heart disease diagnosis and prediction using machine learning and data mining techniques: A review, Adv. Comput. Sci. Technol., 10, 2137 Kirmani, 2017, Mudasir m kirmani cardiovascular disease prediction using data mining techniques: A review, Orient. J. Comput. Sci. Technol., 10, 520, 10.13005/ojcst/10.02.38 Mythili, 2013, A heart disease prediction model using SVM-decision trees-logistic regression (SDL), Int. J. Comput. Appl. (0975–8887), 68 Dezaki, 2019, Cardiac phase detection in echocardiograms with densely gated recurrent neural networks and global extrema loss, IEEE Trans. Med. Imaging, 38 Vinothini, 2018, Heart disease prediction, Int. J. Eng. Technol., 7, 750, 10.14419/ijet.v7i3.12.16494 Era Singh Kajal, Prediction of Heart Disease using Data Mining Techniques, Int. J. Adv. Res. Ideas Innov. Technol. 2 (3), 0000, ISSN: 2454-132X. Baad, 2019, Heart disease prediction and detection, Int. J. Res. Appl. Sci. Eng. Technol. (IJRASET), 7 Pattekari, 2012, Prediction system for heart disease using naive Bayes, Int. J. Adv. Comput. Math. Sci., 3, 290 Singh, 2017, Heart disease prediction using Naïve Bayes, Int. Res. J. Eng. Technol. (IRJET), 04 Subbalakshmi, 2011, Decision support in heart disease prediction system using naive Bayes, Indian J. Comput. Sci. Eng. (IJCSE), 2 Abushariah, 2014, Automatic heart disease diagnosis system based on artificial neural network (ANN) and adaptive neuro-fuzzy inference systems (ANFIS) approaches, J. Softw. Eng. Appl., 2014, 1055, 10.4236/jsea.2014.712093 Mukherjee, 2019, Intelligent heart disease prediction using neural network, Int. J. Recent Technol. Eng. (IJRTE), 7 Deshmukh, 2019, Heart disease prediction using artificial neural network, Int. J. Adv. Res. Comput. Commun. Eng., 8, 10.17148/IJARCCE.2019.8119 Ghwanmeh, 2012, Applying advanced NN-based decision support scheme for heart diseases diagnosis, Int. J. Comput. Appl. (0975–8887), 44 Vijay Kumar Verma, 2016, Prediction for heart disease problem based on most suitable recommendation, Int. J. Eng. Res. Manag. Technol., 3 Ambekar, 2018, Disease risk prediction by using convolutional neural network An, 2019, High risk prediction of cardiovascular diseases via attention based deep neural networks, IEEE/ACM Trans. Comput. Biol. Bioinform. Subhadra, 2019, Neural network based intelligent system for predicting heart disease, Int. J. Innov. Technol. Explor. Eng. (IJITEE), 8