11 research outputs found
Case Study-Based Approach of Quantum Machine Learning in Cybersecurity: Quantum Support Vector Machine for Malware Classification and Protection
Quantum machine learning (QML) is an emerging field of research that
leverages quantum computing to improve the classical machine learning approach
to solve complex real world problems. QML has the potential to address
cybersecurity related challenges. Considering the novelty and complex
architecture of QML, resources are not yet explicitly available that can pave
cybersecurity learners to instill efficient knowledge of this emerging
technology. In this research, we design and develop QML-based ten learning
modules covering various cybersecurity topics by adopting student centering
case-study based learning approach. We apply one subtopic of QML on a
cybersecurity topic comprised of pre-lab, lab, and post-lab activities towards
providing learners with hands-on QML experiences in solving real-world security
problems. In order to engage and motivate students in a learning environment
that encourages all students to learn, pre-lab offers a brief introduction to
both the QML subtopic and cybersecurity problem. In this paper, we utilize
quantum support vector machine (QSVM) for malware classification and protection
where we use open source Pennylane QML framework on the drebin215 dataset. We
demonstrate our QSVM model and achieve an accuracy of 95% in malware
classification and protection. We will develop all the modules and introduce
them to the cybersecurity community in the coming days
Learning Environment Containerization of Machine Learning for Cybersecurity
Machine learning plays a critical role in detecting and preventing in the field of cybersecurity. However, many students have difficulties on configuring the appropriate coding environment and retrieving datasets on their own computers, which, to some extent, wastes valuable time for learning core contents of machine learning and cybersecurity. In this paper, we propose an approach with learning environment containerization of machine learning algorithm and dataset. This will help students focus more on learning contents and have valuable hand-on experience through Docker container and get rid of the trouble of configuration coding environment and retrieve dataset. This paper provides an overview of case-based hands-on lab with logistic regression algorithm for credit card fraud prediction
Interpol review of fingermarks and other body impressions 2016–2019
This review paper covers the forensic-relevant literature in fingerprint and bodily impression sciences
from 2016 to 2019 as a part of the 19th Interpol International Forensic Science Managers Symposium. The
review papers are also available at the Interpol website at: https://www.interpol.int/content/download/
14458/file/Interpol%20 Review%20 Papers%202019. pdf
ESARDA 39th Annual Meeting: 2017 Symposium
The 39th ESARDA symposium on Safeguards and Nuclear Non-Proliferation was held in Düsseldorf, Germany from 16-18 May, 2017. The Symposium has been preceded by meetings of the ESARDA Working Groups on 15 May 2017. The event has once again been an opportunity for research organisations, safeguards authorities and nuclear plant operators to exchange information on new aspects of international safeguards and non-proliferation, as well as recent developments in nuclear safeguards and non-proliferation related research activities and their implications for the safeguards community.JRC.G.II.7-Nuclear securit
ESARDA 37th Annual Meeting Proceedings
The 37th ESARDA symposium on Safeguards and Nuclear Non-Proliferation was held in Manchester, United Kingdom from 19-21 May, 2015. The Symposium has been preceded by meetings of the ESARDA Working Groups on 18 May 2015. The event has once again been an opportunity for research organisations, safeguards authorities and nuclear plant operators to exchange information on new aspects of international safeguards and non-proliferation, as well as recent developments in nuclear safeguards and non-proliferation related research activities and their implications for the safeguards community.
The Proceedings contains the papers (118) submitted according to deadlines.JRC.E.8-Nuclear securit
XX Workshop de Investigadores en Ciencias de la Computación - WICC 2018 : Libro de actas
Actas del XX Workshop de Investigadores en Ciencias de la Computación (WICC 2018), realizado en Facultad de Ciencias Exactas y Naturales y Agrimensura de la Universidad Nacional del Nordeste, los dìas 26 y 27 de abril de 2018.Red de Universidades con Carreras en Informática (RedUNCI