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Diplomi-insinööri, Tampereen teknillinen yliopisto
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CISA, CISSP, CISM, CRISC, IS0 27001:2013 Lead Auditor
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Constructing Communication Profiles by Clustering Selected Network Traffic Attributes. (The Fifth International Conference on Internet Monitoring and Protection 2010)
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Implicit Malpractice and Suspicious Traffic Detection in Large Scale IP Networks. (The Fifth International Conference on Internet Monitoring and Protection 2010)