International Journal of Microelectronics and Digital integrated circuits
Malaria Detection using Machine Learning
Abstract
A life-threatening disease called Malaria is caused by parasites that get transmitted intopeople's body by the bites of infected mosquitoes. If Automation is used for the diagnosisprocess of this disease it will enable accurate diagnosis of the disease and hence it willdeliver a reliable health-care to resource-scarce areas. Currently malaria is being diagnosedby performing microscopic tests on blood smears of the patients. They require examinationby a skilled and well experienced laboratorian with a good vision. We are using DeepLearning to classify whether the given sample is infected or not. Staining method is atraditional method used for the identification of the infected cells. The Machine with ouralgorithm is trained with a set of data which consists of microscopic images of this thin bloodsmear of both infected and uninfected data, and then comparison and the classificationaccuracy is obtained by the Deep Neural Network obtained through training, validating andtesting with various combinations of the dataset.Keywords: component, formatting, insert, machine learning, style, stylingReferences (7)
- • G. Eason, B. Noble, and I. N. Sneddon, “On certain integrals of Lipschitz-Hankel type involving products of Bessel functions,” Phil. Trans. Roy. Soc. London, vol. A247, pp. 529–551, April 1955. (references)
- • J. Clerk Maxwell, A Treatise on Electricity and Magnetism, 3rd ed., vol. 2. Oxford: Clarendon, 1892, pp.68–73.
- • I. S. Jacobs and C. P. Bean, “Fine particles, thin films and exchange anisotropy,” in Magnetism, vol. III, G. T. Rado and H. Suhl, Eds. New York: Academic, 1963, pp. 271–350.
- • K. Elissa, “Title of paper if known,” unpublished.
- • R. Nicole, “Title of paper with only first word capitalized,” J. Name Stand. Abbrev., in press.
- • Y. Yorozu, M. Hirano, K. Oka, and Y. Tagawa, “Electron spectroscopy studies on magneto-optical media and plastic substrate interface,” IEEE Transl. J. Magn. Japan, vol. 2, pp. 740–741, August 1987 [Digests 9th Annual Conf. Magnetics Japan, p. 301, 1982].
- • M. Young, The Technical Writer’s Handbook. Mill Valley, CA: University Science, 1989.