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Eipd: Enhanced Intelligent Probability Detection Algorithm For Bigdata Processing In Healthcare Sector


V Durga Devi,R Priya
Abstract

Big Data in Healthcare refers to handling hugeas well as complex sets of information and making it accessible at fingertips. Previously,bigdata in healthcare utilized to reach complexity level but sometimes it is impossible to extract data and bring it to use. This causes slow growth in healthcare industry. Big Data becomes more interesting when it utilized in healthcare analysis.Embedding cost-sensitive factors into classifiers improves classification stability as well as reduces classification costs for classifying redundant, high-scale, inequality datasets likemedical data. In this research, dissimilarenhanced intelligent probability detectionextreme learning machine(EIP-ELM) is proposed, in classifier by initiating misclassification costs. ELM method is activated by using multiple kernelextreme learning machine. Furthermore, the embed rejection cost into the enhanced intelligent probability detection helps to increase the classificationaccuracy rate and convergence speed.

Volume 12 | Issue 2

Pages: 1864-1875

DOI: 10.5373/JARDCS/V12I2/S20201231