Machine Learning Base Sickle Disease Prediction and Recommendation System

The expert systems and smart devices played a key role in the development of health care in terms of continuous monitoring of patients treatment and preservation of E-medication system. The basic challenge that patients faced is the fact of that is based on patient disease recommend the doctor. The problem is previously, machine learning techniques uses one classifier to classify data. This approach was not so reliable when it comes to disease prediction. To improve accuracy of prediction result, we have proposed ensemble method as collection of classifiers which will return prediction result which will have highest accuracy. Also, this system will manage a large amount of patients data and treatment preservation of E-medication system. In Healthcare System, the basic challenge that patients faces is the fact of difficulty in contacting physician specialists. System will provide communication way for treatment concerns. {"references": ["J. Egea, M. Gonz\u00e1lez, and M. Men\u00e9ndez, \"E-Health Services Adoption by European General Practitioners,\" in Assessing the Different Roles of Marketing Theory and Practice in the Jaws of Economic Uncertainty, H. E. Spotts, Ed., ed: Springer International Publishing, 2015, pp. 205-210", "A. Eleftheriou, M. Angastiniotis, D. Loukopoulos, C. Kattamis, and J. Meletis, \"3rd Pan-European Conference on Haemoglobinopathies and Rare Anaemias, 24-26 October 2012, Limassol-Cyprus,\" Thalassemia Reports, vol. 2, pp. 1-41, 2012", "D. J. Weatherall, \"The Role of the Inherited Disorders of Hemoglobin, the First Molecular Diseases, in the Future of Human Genetics,\" Annual review of genomics and human genetics, vol. 14, pp. 1-24, 2013", "I. Roberts and M. de Montalembert, \"Sickle cell disease as a paradigm of immigration hematology: new challenges for hematologists in Europe,\" Haematologica, vol. 92, pp. 865-871, 2007", "S. D. Grosse, I. Odame, H. K. Atrash, D. D. Amendah, F. B. Piel, and T. N. Williams, \"Sickle cell disease in Africa: a neglected cause of early childhood mortality,\" American journal of preventive medicine, vol. 41, pp. S398-S405, 2011", "D. J. Weatherall, \"The importance of micromapping the gene frequencies for the common inherited disorders of haemoglobin\" British", "D. J. Weatherall, \"The inherited diseases of hemoglobin are an emerging global health burden,\" Blood, vol. 115, pp. 4331- 4336, 2010"]}