Big Data for Tra c Monitoring and Management

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Feb 27, 2019 - ysis is instrumental to understand costs of ISPs in terms of capacity ...... I focus on two examples, Amazon Web Services (AWS) and Akamai, ...
Doctoral Dissertation Doctoral Program in Electrical, Electronics and Communications Engineering (31st cycle)

Big Data for Tra c Monitoring and Management

Martino Trevisan ******

Supervisors Prof. Marco Mellia, Supervisor Dr. Idilio Drago, Co-supervisor

Doctoral Examination Committee: Prof. Anna Brunstrom, Referee, Karlstad University Prof. Steve Uhlig, Referee, Queen Mary, University of London Prof. Ana Paula Couto Da Silva, Universidade Federal de Minas Gerais Prof. Sanjay Rao, Purdue University Dr. Marco Fiore, Consiglio Nazionale delle Ricerche

Politecnico di Torino February 27, 2019

I hereby declare that, the contents and organisation of this dissertation constitute my own original work and does not compromise in any way the rights of third parties, including those relating to the security of personal data.

........................................ Martino Trevisan Turin, February 27, 2019

Acknowledgements 7e three main chapters of this thesis are named What, Awesome and Pain, respectively. 7ere is no particular reason behind this, as these acronyms where invented at the time the respective papers were submi8ed. However, if you read them together, you come up with the sentence What awesome pain. A:er three years as a PhD student, I can say that this is a good de;nition for PhD. Hard work, rewarded by great satisfaction. As such, I really must thank all people around me over the last years. My parents deserve a great thank, as well as my girlfriend Francesca. I must thank my friends Ma8eo, Andrea, Leonardo and Giorgio for these last years of youth, and my

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