Network analysis


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Network traffic data analysis

Tutor

Tania Cerquitelli

Description

Due to the continuous growth in network speed, terabytes of data may be transferred through a network every day. An important issue in this context is network traffic analysis to characterize traffic profile and detect Internet security threats.

To efficiently analyze large network traffic traces novel and ad-hoc data mining algorithms need to be designed and developed.

Applications

Analysis of wireless network traffic captures
  • wireless traffic monitoring by exploiting itemset¬† mining algorithms
  • wireless traffic classification by exploiting association rules and probabilistic models
Analysis of wired network traffic captures
  • wired traffic characterization by exploiting data mining techniques (e.g., clustering, classification)
  • wired traffic monitoring by exploiting data mining techniques (e.g., generalized itemset mining)