论文信息 - Hridaya Kalp: A Prototype for Second Generation Chronic Heart Disease Detection and Classification

Hridaya Kalp: A Prototype for Second Generation Chronic Heart Disease Detection and Classification

The present Science and Technology is sufficient enough of saving mankind’s labor and time constructively. It was observed that it is too time-taking and tedious for getting detections associated with multiple diseases or disorders. Moreover, the expenses nowadays are touching skies. Hence, using the concepts of Data Science & Machine Learning a model is been developed and deployed which can predict the occurrence of chronic heart disease or disorders based on the user entered values anytime, anywhere. The heart being one of the important organs of the human body should be kept at check on regular intervals and hence for this, a classifier is built that can predict if the patient or the person has any heart diseases or disorders or not. The target here in this project was to capture multiple patterns from different patients for any heart disorders. Further, the model is built using technologies like Numpy, Pandas, Matplotlib & Seaborn, Scikit Learn, and Scipy. Also, the model is deployed using the web services of Python which is Django.

Indrashis Das | Manjusha Pandey | Siddharth Swarup Rautaray | Harshit Anand | Abhishek Anand

[1] Aurangzeb Khan,et al. An Automated Diagnostic System for Heart Disease Prediction Based on ${\chi^{2}}$ Statistical Model and Optimally Configured Deep Neural Network , 2019, IEEE Access.

[2] Jagdeep Singh,et al. Prediction of heart diseases using associative classification , 2016, 2016 5th International Conference on Wireless Networks and Embedded Systems (WECON).

[3] A. H. Chen,et al. HDPS: Heart disease prediction system , 2011, 2011 Computing in Cardiology.

[4] Siddharth Swarup Rautaray,et al. Disease Predication of Cardio- Vascular Diseases, Diabetes and Malignancy in Lungs Based on Data Mining Classification Techniques , 2014 .

[5] Yuan-Ting Zhang,et al. Investigation on Cardiovascular Risk Prediction Using Genetic Information , 2012, IEEE Transactions on Information Technology in Biomedicine.

[6] Rob Stocker,et al. Applying k-Nearest Neighbour in Diagnosing Heart Disease Patients , 2012 .

[7] J. Thomas,et al. Human heart disease prediction system using data mining techniques , 2016, 2016 International Conference on Circuit, Power and Computing Technologies (ICCPCT).

[8] Hamid R. Arabnia,et al. A comprehensive investigation and comparison of Machine Learning Techniques in the domain of heart disease , 2017, 2017 IEEE Symposium on Computers and Communications (ISCC).