Learning the Daily Model of Network Traffic. - Costantina Caruso; Donato Malerba; Davide Papagni (ISMIS, 2005)

A Data Mining Methodology for Anomaly Detection in Network Data. - Costantina Caruso; Donato Malerba (KES (2), 2007)

A Data Mining Methodology for Anomaly Detection in Network Data: Choosing System-Defined Decision Boundaries. - Costantina Caruso (SEBD, 2007)

Discovering Emerging Patterns for Anomaly Detection in Network Connection Data. - Michelangelo Ceci; Annalisa Appice; Costantina Caruso; Donato Malerba (ISMIS, 2008)

Novelty Detection from Evolving Complex Data Streams with Time Windows. - Michelangelo Ceci; Annalisa Appice; Corrado Loglisci; Costantina Caruso; Fabio Fumarola; Donato Malerba (ISMIS, 2009)

Relational Frequent Patterns Mining for Novelty Detection from Data Streams. - Michelangelo Ceci; Annalisa Appice; Corrado Loglisci; Costantina Caruso; Fabio Fumarola; Carmine Valente; Donato Malerba (MLDM, 2009)

A Relational Approach to Novelty Detection in Data Streams. - Annalisa Appice; Michelangelo Ceci; Corrado Loglisci; Costantina Caruso; Fabio Fumarola; Michele Todaro; Donato Malerba (SEBD, 2009)

Identity Mining vs Identity Discovering: a new approach. - Costantina Caruso; Andrea Dimitri; Massimo Mecella (Open Identity Summit, 2016)