June 7, 2016

Publications

2017

  1. “Traffic Analysis with Off-the-Shelf Hardware: Challenges and Lessons Learned”
    Martino Trevisan, Alessandro Finamore, Marco Mellia, Maurizio Munafò, Dario Rossi,
    @IEEE COMMAG 2017, IEEE Communications Magazine, Network Testing and Analytics Series, 2017 (to appear).

2016

  1. “Grasping Popular Applications in Cellular Networks with Big Data Analytics Platforms”
    Pierdomenico Fiadino, Pedro Casas, Alessandro D’Alconzo, Mirko Schiavone, Arian Baer
    @TNSM 2016, IEEE Trans. on Network and Service Management, Special Issue on Big Data Analytics for Management, vol. 13, no. 3, pp. 681-695, 2016.
  1. “DBStream: a Holistic Approach to Large-scale Network Traffic Monitoring and Analysis”
    Arian Baer, Pedro Casas, Alessandro D’Alconzo, Pierdomenico Fiadino, Lukasz Golab, Marco Mellia, Erich Schikuta
    @Computer Networks 2016, The International Journal of Computer and Telecommunications Networking (Elsevier), Special Issue on Machine Learning, Data Mining and Big Data Frameworks for Network Monitoring and Troubleshooting, vol. 107, part 1, pp. 5-19, 2016.
  1. “Big-DAMA: Big Data Analytics for Network Traffic Monitoring and Analysis”
    Pedro Casas, Alessandro D’Alconzo, Tanja Zseby, Marco Mellia
    @LANCOMM 2016, ACM SIGCOMM Workshop on Fostering Latin-American Research in Data Communication Networks
  1. “BGPStream: A Software Framework for Live and Historical BGP Data Analysis”
    Chiara Orsini, Alistair King, Danilo Giordano, Vasileios Giotsas, Alberto Dainotti
    @IMC 2016, ACM Internet Measurement Conference
  1. “An Educated Guess on QoE in Operational Networks through Large-Scale Measurements”
    Pedro Casas, Bruno Gardlo, Raimund Schatz, Marco Mellia
    @Internet-QoE 2016, ACM SIGCOMM Workshop on QoE-based Analysis and Management of Data Communication Networks
  1. “Detecting and Diagnosing Anomalies in Cellular Networks using Random Neural Networks”
    Pedro Casas, Alessandro D’Alconzo, Pierdomenico Fiadino, Christian Callegari
    @TRAC 2016, 7th International Workshop on TRaffic Analysis and Characterization
  1. “Detecting User Actions from HTTP Traces: Toward an Automatic Approach”
    Luca Vassio, Idilio Drago, Marco Mellia
    @TRAC 2016, 7th International Workshop on TRaffic Analysis and Characterization
  1. “Towards Web Service Classification using Addresses and DNS”
    Martino Trevisan, Idilio Drago, Marco Mellia, Maurizio Munafò
    @TRAC 2016, 7th International Workshop on TRaffic Analysis and Characterization
  1. “Machine-Learning Based Approaches for Anomaly Detection and Classification in Cellular Networks”
    Pedro Casas, Pierdomenico Fiadino, Alessandro D’Alconzo
    @TMA 2016, 8th Traffic Monitoring and Analysis Workshop
  1. “CLUE: Clustering for Mining Web URLs”
    Andrea Morichetta, Enrico Bocchi, Hassan Metwalley, Marco Mellia
    @ITC 2016, 28th International Teletraffic Congress
  1. “When Smartphones become the Enemy: Unveiling Mobile Apps Anomalies through Clustering Techniques”
    Pedro Casas, Pierdomenico Fiadino, Alessandro D’Alconzo
    @ATC 2016, ACM MOBICOM Workshop on All Things Cellular: Operations, Applications and Challenges
  1. “(Semi)-Supervised Machine Learning Approaches for Network Security in High-Dimensional Network Data”
    Pedro Casas, Alessandro D’Alconzo, Giuseppe Settanni, Pierdomenico Fiadino, Florian Skopik
    @CCS 2016, ACM Conference on Computer and Communications Security
  1. “Machine Learning based Prediction of Internet Path Dynamics”
    Sarah Wassermann, Pedro Casas, Benoit Donnet
    @CoNEXT 2016 Student Workshop, ACM 12th International Conference on emerging Networking EXperiments and Technologiesons Security
  1. “WHAT: A Big Data Approach for Accounting of Modern Web Services”
    Martino Trevisan, Idilio Drago, Marco Mellia, Han Hee Song, Mario Baldi
    @IEEE BigData 2016, Workshop on Big Data and Machine Learning in Telecom.