International Journal of Computing and Artificial Intelligence

P-ISSN: 2707-6571, E-ISSN: 2707-658X
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2021, Vol. 2, Issue 2, Part A

An efficient feature reduction approach for dermatology disease detection utilizing neural network approach


Author(s): Afrid V and Boyella Mala Konda Reddy

Abstract: Skin infections are a significant worldwide medical issue related with high number of individuals. With the quick advancement of advances and the use of different AI strategies lately, the advancement of dermatological prescient grouping has gotten increasingly prescient and precise. Hence, improvement of AI strategies, which can adequately separate skin infection order, is critical. This paper manages the development and preparing of a fake neural organization for skin infection conclusion (SDD) in view of patients' side effects and causative living beings. This investigation is led to group the sort of skin illness in six distinct classes like incorporate psoriasis, seborrheic dermatitis, lichen planus, pityriasis rosea, constant dermatitis, and pityriasis rubra. The examination is done on the dataset taken from the University of California at Irvine Machine Learning Data Repository. The dataset contains an enormous volume of highlight measurements which are decreased utilizing SVM-RFE based element determination procedure. The dataset contains an enormous list of capabilities which is decreased utilizing an improved component choice strategy named as covering technique. The proposed covering technique is based on a MLP-RFE calculation to choose the main features from the given dataset. The chose subset of features then, at that point goes through a preprocessing step to present a consistency in the appropriation of information. Since MLP is perceived to have the advantage of giving an eminent execution in characterization stage.

DOI: 10.33545/27076571.2021.v2.i2a.31

Pages: 06-11 | Views: 467 | Downloads: 158

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How to cite this article:
Afrid V, Boyella Mala Konda Reddy. An efficient feature reduction approach for dermatology disease detection utilizing neural network approach. Int J Comput Artif Intell 2021;2(2):06-11. DOI: 10.33545/27076571.2021.v2.i2a.31
International Journal of Computing and Artificial Intelligence

International Journal of Computing and Artificial Intelligence

International Journal of Computing and Artificial Intelligence
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