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.
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.
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.
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 Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
| SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
| Depositing User: | Unnamed user with email elements@essex.ac.uk |
| Date Deposited: | 22 May 2020 15:42 |
| Last Modified: | 06 Nov 2024 06:27 |
| URI: | http://repository.essex.ac.uk/id/eprint/27586 |
Available files
Filename: EST_2019_J_MURPHY.pdf