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ARISTOTLE UNIIVERSITY OF THESSALONIKI 

FACULTY OF NATURAL SCIENCES 

DEPARTMENT OF PHYSICS 

P.P.S. (MS) IN ELECTRONIC PHYSICS (RADIOELECTROLOGY) 

 

 

 

 

Master Thesis 

A supervised machine learning framework for 

anomaly-based intrusion detection 

 

 

Anastasia Chaloulakou 

(10024) 

 

 

Supervisors 

K. Siozios

, Associate Professor, Dpt. Of Physics, AUTH 

M. Dasygenis, 

Assistant Professor, Dpt. Of Electronic and Computer 

Engineering, UoWM

 

 

 

Thessaloniki, October 2022