Biometric Signature Authentication Scheme with RNN (BIOSIG_RNN) for Health Cloud Management System Security
In this paper, we propose a biometric authentication framework using RNN for secured data access and retrieval. The proposed framework obtains biometric and processes it with quality check in order to provide effective authentication of users in cloud. The proposed framework uses Hadoop MapReduce to train the samples to increase the authentication through signature samples and statistical learning in Hadoop MapReduce framework is supported through Recurrent Neural Network (RNN). Further, the proposed framework is tested with other sample datasets through various experiments. The result shows that proposed method obtains improved accuracy, sensitivity and specificity than other methods.
Keywords - Healthcare Cloud Management System, Biometric Signature Authentication, Hadoop MapReduce, Recurrent Neural Network