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Maria Verzegnassi, Enrico Giulio, Tountas, Konstantinos, Pados, Dimitris A., Cuomo, Francesca.  2019.  Data Conformity Evaluation: A Novel Approach for IoT Security. 2019 IEEE 5th World Forum on Internet of Things (WF-IoT). :842—846.

We consider the problem of attack detection for IoT networks based only on passively collected network parameters. For the first time in the literature, we develop a blind attack detection method based on data conformity evaluation. Network parameters collected passively, are converted to their conformity values through iterative projections on refined L1-norm tensor subspaces. We demonstrate our algorithmic development in a case study for a simulated star topology network. Type of attack, affected devices, as well as, attack time frame can be easily identified.