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Practical Autonomous Cyberhealth for resilient SMEs & Microenterprises

Deliverables

Hybrid Threat Intelligence Framework- First release

D51 The integrated data analytics engine based on ML and DL for threat detection and classification first release accompanied by reports describing the implementation and usage guidelines All WP5 tasks contribute to this deliverable T53 and T52 for threat detection and classification T54 for remediation activities and T51 for traffic accumulation and preprocessing

PALANTIR Secure Services Ecosystem - First release

A set of software prototypes of the trusted virtualised security services to be used in PALANTIR First release accompanied by reports describing the implementation and usage guidelines Linked with all WP3 tasks mainly with T32 services orchestration T31 individual security services T34 service catalogue and T33 risk calculation mechanisms

Dashboard, Reporting and Threat Sharing Platform - First release

D41 A set of software prototypes of the Security Dashboard for interacting with the PALANTIR framework reporting and sharing threat intelligence information First release accompanied by reports describing the implementation and usage guidelinesPrimarily linked with T41 for the dashboard functionalities and also with T43 service matching and accounting

Project website & social media accounts

D72 The project public website and the established projects accounts on the selected social media platforms Linked with T73 Digital presence

Trust, Attestation and Verification Framework -Specifications of first release

D42 The set of reports describing the implementation and usage guidelines for attesting the integrity of hardware and software modulesSpecifications of first release Linked mainly with T44 different attestation mechanisms and with T42 fault management

Threat analysis & AS-based risk assessment

D22 Comprehensive definition of the relevant attack classes entryexit points channels data stores etc in SDNNFV and cloudnative deploymentsLinked with T24

Requirements & high-level design - Interim

D21 System level requirements for PALANTIR framework highlevel designs and specifications interim version Primarily linked with T21 functional requirements also with T22 business and legal requirements T23 UC requirements

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Publications

A Novel Machine Learning-Based Approach for the Detection of SSH Botnet Infection

Author(s): J.T. Martínez Garre, M. Gil Pérez, A. Ruiz Martínez
Published in: Future Generation Computer Systems, 2021, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2020.09.004

Early DGA-based botnet identification: pushing detection to the edges

Author(s): Mattia Zago; Manuel Gil Pérez; Gregorio Martínez Pérez
Published in: Future Generation Computer Systems, 1, 2021, ISSN 1386-7857
Publisher: Baltzer Science Publishers B.V.
DOI: 10.1007/s10586-020-03213-z

Early DGA-Based Botnet Identification: Pushing Detection to the Edges

Author(s): M. Zago, M. Gil Pérez, G. Martínez Pérez
Published in: Cluster Computing, 2021, ISSN 1386-7857
Publisher: Baltzer Science Publishers B.V.
DOI: 10.1007/s10586-020-03213-z

A novel Machine Learning-based approach for the detection of SSH botnet infection

Author(s): José Tomás Martínez Garre; Manuel Gil Pérez; Antonio Ruiz-Martínez
Published in: Future Generation Computer Systems, 3, 2021, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2020.09.004

A Bio-Inspired Reaction Against Cyberattacks: AIS-Powered Optimal Countermeasures Selection

Author(s): P. Nespoli, F. Gómez Mármol, J. Maestre Vidal
Published in: IEEE Access, 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3074021

A Cost-Effective Security Framework to protect micro enterprises: PALANTIR e-commerce use case

Author(s): Izidor Mlakar; Primož Jeran; Valentino Šafran; Vangelis Logothetis
Published in: 1, 2021
Publisher: IEEE
DOI: 10.1109/ISDFS52919.2021.9486359

A cost-effective security framework to protect micro enterprises: PALANTIR e-commerce use case

Author(s): Izidor Mlakar, Primož Jeran, Valentino Šafran, Vangelis Logothetis
Published in: ISDFS 2021, 2021, ISBN 978-1-6654-4481-1
Publisher: IEEE
DOI: 10.1109/isdfs52919.2021.9486359

AISGA: Multi-Objective Parameters Optimization for Countermeasures Selection through Genetic Algorithm

Author(s): Pantaleone Nespoli; Félix Gómez Mármol; Georgios kambourakis
Published in: 3, 2021
Publisher: ACM
DOI: 10.1145/3465481.3470074

Practical Autonomous Cyberhealth for resilient Micro, Small and Medium-sized Enterprises

Author(s): Evangelos Mantas, Dimitris Papadopoulos, Carolina Fernandez, Nil Ortiz, Maxime Compastie, Antonio López Martínez, Manuel Gil Pérez, Akis Kourtis, George Xylouris, Izidor Mlakar, Stylianos Tsarsitalidis, Dimitrios Klonidis, Ignazio Pedone, Daniele Canavese, Gregorio Martínez Pérez, Davide Sanvito, Vangelis Logothetis, Diego Lopez, Antonio Pastor, Antonio Lioy, Ludovic Jacquin, Roberto Bifulco,
Published in: IEEE Meditcom, 2021, ISBN 978-1-6654-4505-4
Publisher: IEEE
DOI: 10.1109/meditcom49071.2021.9647609

Using Anomaly Detection Techniques for Securing 5G Infrastructure and Applications

Author(s): Athanasios Priovolos; Dimitrios Lioprasitis; Georgios Gardikis; Socrates Costicoglou
Published in: IEEE Meditcom, 3, 2021
Publisher: IEEE
DOI: 10.1109/MeditCom49071.2021.9647668

IoT Botnet Detection on Flow Data using Autoencoders

Author(s): Orestis Kompougias, Dimitris Papadopoulos, Evangelos Mantas, Antonis Litke, Nikolaos Papadakis, Dimitris Paraschos, Akis Kourtis, George Xylouris
Published in: IEEE Meditcom, 2021
Publisher: IEEE
DOI: 10.1109/meditcom49071.2021.9647639

A Review of SSH Botnet Detection in Initial Stages of Infection: A Machine Learning-Based Approach

Author(s): J.T. Martínez Garre, M. Gil Pérez, A. Ruiz Martínez
Published in: Jornadas Nacionales de Investigación en Ciberseguridad (JNIC), 2021, ISBN 978-84-9044-463-4
Publisher: Ediciones de la Universidad de Castilla-La Mancha
DOI: 10.18239/jornadas_2021.34.02