Developing a Software for Diagnosing Heart Disease via Data Mining Techniques
Abstract This paper builds a data mining tool via a classification method using Multi-Layer Perceptron (MLP) with Backpropagation learning method and an algorithm of feature selection along with biomedical testing values for diagnosing heart disease. Addition to that, developing a prototype for heart disease diagnosing with a friendly-user graphical interface (GUI). The purpose to construct this software is that; clinical prosopopoeia is done in any event by doctor’s experience. Despite that, some cases are reported negative diagnosis and treatment; therefore, patients are asked to take a number of tests for diagnosis. Moreover, not all the tests contribute towards an effective diagnosis of a disease, and by using data mining approach to diagnose heart disease that supports the doctors to make more efficient and subtle decisions.
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Abhishek Taneja, 2013, "Heart Disease Prediction System Using Data Mining Techniques", Oriental Journal of Computer Science & Technology, Vol. 6, No. (4), PP. 457-466, India.
Aditya Methaila, Prince Kansal, Himanshu Arya and Pankaj Kumar, 2014, "Early Heart Disease Prediction Using Data Mining Techniques", Maharaja Surajmal Institute of Technology New Delhi, India. - https://doi.org/10.5121/csit.2014.4807
Bajpai, S., Jain, K., and Jain, N., 2011, "Artificial Neural Networks". International Journal of Soft Computing and Engineering (IJSCE) ISSN, 2231-2307.?
Chen M., Han J., and Yu, P., 1996, "Data Mining: An Overview from A Database Perspective", IEEE Transactions on Knowledge and Data Engineering, 8(6), 866-883. - https://doi.org/10.1109/69.553155
Cilimkovic, M., 2007, "Neural Networks and Back Propagation Algorithm", Institute of Technology Blanchardstown, Blanchardstown Road North Dublin, Ireland.?
Dutt, V., Chadhury, V., and Khan, I., 2011, "Different Approaches in Pattern Recognition", Computer Science and Engineering, Vol. 1, Issue 2, PP 32-35, India. - https://doi.org/10.5923/j.computer.20110102.06
Hasoon, Safwan O., Jasim, Yaser A., 2013, "Diagnosis Windows Problems Based on Hybrid Intelligence Systems", Journal of Engineering Science & Technology (JESTEC), Vol. 8, Issue 5, Pages 566-578, School of Engineering, Taylor's University, Malaysia.?
J. Vijayashree and N.Ch.SrimanNarayanaIyengar, 2016, "Heart Disease Prediction System Using Data Mining and Hybrid Intelligent Techniques: A Review ", International Journal of Bio-Science and Bio-Technology, Vol.8, No.4, PP. 139-148, India. - https://doi.org/10.14257/ijbsbt.2016.8.4.16
Shouman, M., Turner, T., and Stocker, R., 2012, "Using Data Mining Techniques in Heart Disease Diagnosis and Treatment", In Electronics, Communications and Computers (JEC-ECC), Japan-Egypt Conference on (pp. 173-177), IEEE. - https://doi.org/10.1109/JEC-ECC.2012.6186978
Singh, Y., and Chauhan, A., 2009, "Neural Networks in Data Mining", Journal of Theoretical and Applied Information Technology, Vol. 5, No. 6, 36-42.
Srinivas, K., Rao, G. R., and Govardhan, A., 2010, "Analysis of Coronary Heart Disease and Prediction of Heart Attack in Coal Mining Regions Using Data Mining Techniques", In Computer Science and Education (ICCSE), 2010 5th International Conference on (pp. 1344-1349), IEEE. - https://doi.org/10.1109/ICCSE.2010.5593711
Tan, P., Steinbach, M., and Kumar, V., 2013, "Data Mining Cluster Analysis: Basic Concepts and Algorithms", Introduction to data mining, India.
Zaïane, O., 1999, "Principles of Knowledge Discovery in Databases", Department of Computing Science, University of Alberta.
Sonali. B. Maind, 2014, "Research Paper on Basic of Artificial Neural Network", International Journal on Recent and Innovation Trends in Computing and Communication, Volume: 2, Issue: 1, pp. 96-100, India?.
Aditya Methaila, Prince Kansal, Himanshu Arya and Pankaj Kumar, 2014, "Early Heart Disease Prediction Using Data Mining Techniques", Maharaja Surajmal Institute of Technology New Delhi, India. - https://doi.org/10.5121/csit.2014.4807
Bajpai, S., Jain, K., and Jain, N., 2011, "Artificial Neural Networks". International Journal of Soft Computing and Engineering (IJSCE) ISSN, 2231-2307.?
Chen M., Han J., and Yu, P., 1996, "Data Mining: An Overview from A Database Perspective", IEEE Transactions on Knowledge and Data Engineering, 8(6), 866-883. - https://doi.org/10.1109/69.553155
Cilimkovic, M., 2007, "Neural Networks and Back Propagation Algorithm", Institute of Technology Blanchardstown, Blanchardstown Road North Dublin, Ireland.?
Dutt, V., Chadhury, V., and Khan, I., 2011, "Different Approaches in Pattern Recognition", Computer Science and Engineering, Vol. 1, Issue 2, PP 32-35, India. - https://doi.org/10.5923/j.computer.20110102.06
Hasoon, Safwan O., Jasim, Yaser A., 2013, "Diagnosis Windows Problems Based on Hybrid Intelligence Systems", Journal of Engineering Science & Technology (JESTEC), Vol. 8, Issue 5, Pages 566-578, School of Engineering, Taylor's University, Malaysia.?
J. Vijayashree and N.Ch.SrimanNarayanaIyengar, 2016, "Heart Disease Prediction System Using Data Mining and Hybrid Intelligent Techniques: A Review ", International Journal of Bio-Science and Bio-Technology, Vol.8, No.4, PP. 139-148, India. - https://doi.org/10.14257/ijbsbt.2016.8.4.16
Shouman, M., Turner, T., and Stocker, R., 2012, "Using Data Mining Techniques in Heart Disease Diagnosis and Treatment", In Electronics, Communications and Computers (JEC-ECC), Japan-Egypt Conference on (pp. 173-177), IEEE. - https://doi.org/10.1109/JEC-ECC.2012.6186978
Singh, Y., and Chauhan, A., 2009, "Neural Networks in Data Mining", Journal of Theoretical and Applied Information Technology, Vol. 5, No. 6, 36-42.
Srinivas, K., Rao, G. R., and Govardhan, A., 2010, "Analysis of Coronary Heart Disease and Prediction of Heart Attack in Coal Mining Regions Using Data Mining Techniques", In Computer Science and Education (ICCSE), 2010 5th International Conference on (pp. 1344-1349), IEEE. - https://doi.org/10.1109/ICCSE.2010.5593711
Tan, P., Steinbach, M., and Kumar, V., 2013, "Data Mining Cluster Analysis: Basic Concepts and Algorithms", Introduction to data mining, India.
Zaïane, O., 1999, "Principles of Knowledge Discovery in Databases", Department of Computing Science, University of Alberta.
Sonali. B. Maind, 2014, "Research Paper on Basic of Artificial Neural Network", International Journal on Recent and Innovation Trends in Computing and Communication, Volume: 2, Issue: 1, pp. 96-100, India?.
Jasim, Y. A., & Saeed, M. G. (2018). Developing a Software for Diagnosing Heart Disease via Data Mining Techniques. ADCAIJ: Advances in Distributed Computing and Artificial Intelligence Journal, 7(3), 99–114. https://doi.org/10.14201/ADCAIJ20187399114
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