Robust continuous user authentication system using long short term memory network for healthcare

Conference paper

Tanveer, A., Lasebae, A., Ali, K., Alkhayyat, A., Ur-Rehman, M., Haq, B. and Naeem, B. 2021. Robust continuous user authentication system using long short term memory network for healthcare. Ur-Rehman, M. and Zoha, A. (ed.) 16th EAI International Conference on Body Area Networks. Glasgow, UK (Online) 25 - 26 Oct 2021 Cham Springer. https://doi.org/10.1007/978-3-030-95593-9_22
TypeConference paper
TitleRobust continuous user authentication system using long short term memory network for healthcare
AuthorsTanveer, A., Lasebae, A., Ali, K., Alkhayyat, A., Ur-Rehman, M., Haq, B. and Naeem, B.
Abstract

A traditional user authentication method comprises of username, passwords, tokens and PINs to validate the identity of user at initial login. However, a continuous monitoring method is needed for the security of critical healthcare systems which can authenticate user on each action performed on the system in order to ensure that only legitimate user i.e., a genuine patient or medical employee is accessing the data from user account. In this aspect, the perception of employing behavioural patterns of user as biometric credential to incessantly re-verifying the user’s identity is being investigated in this research work to make the healthcare database information more secure. The keystroke behavioural biometric data represents the organisation of events in such a manner which resembles a time-series data, therefore, the recurrent neural network is used to learn the hidden and unique features of users’ behaviour saved in timeseries. Two different architectures based on per-frame classification and integrated per frame-per sequence classification are employed to assess the system performance. The proposed novel integrated model combines the notion of authenticating user on each single action and on each sequence of actions. Therefore, firstly it gives no room to imposter users to perform any illicit activity as it authenticates user on each action and secondly it tends to include the advantage of hidden unique features related to specific user saved in a sequence of actions. Hence, it identifies the abnormal user behaviour more quickly in order to escalate the security, especially in healthcare sector to secure the confidential medical data.

Conference16th EAI International Conference on Body Area Networks
Proceedings TitleBody Area Networks. Smart IoT and Big Data for Intelligent Health: 16th EAI International Conference, BODYNETS 2021, Virtual Event, October 25-26, 2021, Proceedings
SeriesLecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
EditorsUr-Rehman, M. and Zoha, A.
ISSN1867-8211
Electronic1867-822X
ISBN
Paperback9783030955946
Electronic9783030955939
PublisherSpringer
Place of publicationCham
Publication dates
Online10 Feb 2022
Print11 Feb 2022
Publication process dates
Deposited25 Jan 2022
Accepted09 Aug 2021
Completed25 Oct 2021
Output statusPublished
Accepted author manuscript
File Access Level
Open
Copyright Statement

This version of the contribution has been accepted for publication, after peer review (when applicable) but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: http://dx.doi.org/10.1007/978-3-030-95593-9_22. Use of this Accepted Version is subject to the publisher’s Accepted Manuscript terms of use https://www.springernature.com/gp/open-research/policies/accepted-ma...

Digital Object Identifier (DOI)https://doi.org/10.1007/978-3-030-95593-9_22
Web address (URL) of conference proceedingshttps://doi.org/10.1007/978-3-030-95593-9
LanguageEnglish
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Choudhury, S., Kodagoda, N., Nguyen, P., Rooney, C., Attfield, S., Xu, K., Zheng, Y., Wong, B., Chen, R., Mapp, G., Slabbert, L., Aiash, M. and Lasebae, A. 2012. M-Sieve: a visualisation tool for supporting network security analysts. VisWeek 2012. Seattle, WA, USA 14 - 19 Oct 2012
A formally verified AKA protocol for vertical handover inheterogeneous environments using Casper/FDR
Aiash, M., Mapp, G., Lasebae, A., Phan, R. and Loo, J. 2012. A formally verified AKA protocol for vertical handover inheterogeneous environments using Casper/FDR. EURASIP Journal on Wireless Communications and Networking. 2012 (57). https://doi.org/10.1186/1687-1499-2012-57
Stream bundle management layer for optimum management of co-existing telemedicine traffic streams under varying channel conditions in heterogeneous networks.
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2005. Stream bundle management layer for optimum management of co-existing telemedicine traffic streams under varying channel conditions in heterogeneous networks. MIT 2005. China
Proactive policy management for heterogeneous networks
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2008. Proactive policy management for heterogeneous networks. 3rd International Conference on Information and Communication Technologies: from Theory to Applications (ICTTA 2008). Umayyad Palace, Damascus, Syria 07 - 11 Apr 2008
Client-based SBM layer for predictive management of traffic flows in heterogeneous networks
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2006. Client-based SBM layer for predictive management of traffic flows in heterogeneous networks. 2nd IEEE International Conference on Information and Communication Technologies: from Theory to Applications (ICTTA 2006). Damascus, Syria 24 - 28 Apr 2006
A survey of network coverage prediction mechanisms in 4G heterogeneous wireless networks.
Shaikh, F., Mapp, G., Lasebae, A., British Institute of Technology and e-Commerce and Middlesex University 2011. A survey of network coverage prediction mechanisms in 4G heterogeneous wireless networks. First Global Conference on Communication, Science and Information Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Exploring the concept of scope to provide better security for internet services.
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Middlesex University and Loughborough University 2011. Exploring the concept of scope to provide better security for internet services. First Global Conference on Communication, Science and Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Enhancing naming and location services to support multi-homed devices in heterogeneous environments
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Augusto, M., Vanni, R., Moreira, E., Middlesex University, Loughborough University and University of Sao Paulo 2011. Enhancing naming and location services to support multi-homed devices in heterogeneous environments. First Conference on Communication, Science and Information Enginneering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Proactive policy management using TBVH mechanism in heterogeneous networks.
Shaikh, F., Mapp, G., Lasebae, A. and Middlesex University 2007. Proactive policy management using TBVH mechanism in heterogeneous networks. Proceedings of the International Conference and Exhibition on 'Next Generation Mobile Application, Services and Technologies' (NGMAST 2007). Cardiff, Wales 12 - 14 Sep 2007
A QoS framework for heterogeneous networking
Aiash, M., Mapp, G., Lasebae, A., Augusto, M., Vanni, R. and Moreira, E. 2011. A QoS framework for heterogeneous networking. ICWN'11: The 2011 International Conference of Wireless Networks (held as part of WCE 2011). London, UK 06 - 08 Jul 2011
Investigation of a mechatronic device for the remedial treatment of brain injured children.
Lasebae, A. 1999. Investigation of a mechatronic device for the remedial treatment of brain injured children. PhD thesis Middlesex University School of Engineering Systems
Providing security in 4G systems: unveiling the challenges
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Middlesex University and Loughborough University 2010. Providing security in 4G systems: unveiling the challenges. Atmaca, T., Palicot, J., Amor, N., Tsiatsos, T., Marot, M. and Dini, O. (ed.) IEEE. pp. 439-444 https://doi.org/10.1109/AICT.2010.24
Security models for heterogeneous networking
Mapp, G., Aiash, M., Lasebae, A. and Phan, R. 2010. Security models for heterogeneous networking. Katsikas, S. (ed.) 4th International Conference on Security and Cryptography. Athens, Greece 26 - 28 Jul 2010 IEEE. pp. 1-4
Dual identity return routability for the security of mobile IPv6 binding updates within the distributed authentication protocol.
Luo, Y., Lasebae, A., Comley, R. and Georgiades, A. 2006. Dual identity return routability for the security of mobile IPv6 binding updates within the distributed authentication protocol. in: WSEAS Conferences: Elounda, Agios Nikolaos, Crete, Greece, August 18-20, 2006 Athens WSEAS.
Distributed authentication protocol utilizing dual identity return routability for the security of binding updates within mobile IPv6.
Luo, Y., Lasebae, A., Comley, R. and Georgiades, A. 2006. Distributed authentication protocol utilizing dual identity return routability for the security of binding updates within mobile IPv6. WSEAS transactions on communications. 5 (10), pp. 1109-2742.
Distributed authentication protocol for the security of binding updates in mobile IPv6.
Luo, Y., Lasebae, A., Comley, R. and Georgiades, A. 2005. Distributed authentication protocol for the security of binding updates in mobile IPv6. in: Proceedings of the 9th WSEAS international CSCC multiconference: circuits 05, systems 05, computers 05, communications 05. WSEAS.
Binding update security for mobile IPv6 using a distributed authentication protocol.
Luo, Y., Lasebae, A., Comley, R. and Georgiades, A. 2005. Binding update security for mobile IPv6 using a distributed authentication protocol. WSEAS transactions on communications. 4 (9), pp. 1109-2742.
Trinity protocol for authentication of binding updates in mobile IPv6.
Luo, Y., Comley, R., Lasebae, A. and Georgiades, A. 2004. Trinity protocol for authentication of binding updates in mobile IPv6. WSEAS transactions on communications. 3 (3), pp. 872-877.
Critical analysis of high speed wireless standards for transferring telementoring information
Shaikh, F., Lasebae, A. and Whitney, G. 2004. Critical analysis of high speed wireless standards for transferring telementoring information. in: ICTTA'04: 2004 International conference on information & communication technologies: from theory to applications. IEEE.