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A Machine Learning Method For Sensor Authentication Using Hidden Markov Models

Murphy, Julian and Howells, Gareth and McDonald-Maier, Klaus D (2019) A Machine Learning Method For Sensor Authentication Using Hidden Markov Models. In: 2019 Eighth International Conference on Emerging Security Technologies (EST), 2019-07-22 - 2019-07-24, Colchester, United Kingdom.

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Abstract

A machine learning method for sensor based authentication is presented. It exploits hidden markov models to generate stable and synthetic probability density functions from variant sensor data. The principle, and novelty, of the new method are presented in detail together with a statistical evaluation. The results show a marked improvement in stability through the use of hidden markov models.

Item Type: Conference or Workshop Item (Paper)
Additional Information: Published proceedings: 2019 Eighth International Conference on Emerging Security Technologies (EST)
Divisions: Faculty of Science and Health > Computer Science and Electronic Engineering, School of
Depositing User: Elements
Date Deposited: 22 May 2020 15:42
Last Modified: 22 May 2020 16:15
URI: http://repository.essex.ac.uk/id/eprint/27586

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