Password Predictability Using Neural Networks

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Menal Dahiya

Abstract

In this paper, we use Recurrent Neural Network for predicting the password characters using back propagation algorithm. For today’s security system text password is an extensively used form of authentication. Evaluation of password strength and guessing attacks are some concepts that help in modelling of the password. We propose Artificial Neural Network to generate the text password on the basis of their training methods. This approach is fast and accurate and applied on text data only.

Keywords: Authentication; Back propagation; Password strength; Recurrent Neural Network; Guessing Attacks.

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