Date: April 25th - 2022

Note: Please keep in mind that the new venue of NOMS is ENSANA HEALTH SPA RESORT MARGITSZIGET. More information is available here

All times are CEST time.

Conference Room: Jázmin

Session 1: Machine Learning for Network Analytics

Time: 9:00h to 10:30

Chair: Prof. Sergio Armando Gutiérrez

• RLBrowse: Generating Realistic Packet Traces with Reinforcement Learning (Alexander Griessel, Maximilian Stephan, Martin Mieth, Wolfgang Kellerer, Patrick Krämer). Presents On-Site Alexander Griessel.

• Detecting and locating configuration errors in IP VPNs with Graph Neural Networks (El-Heithem Mohammedi, Emmanuel Lavinal, Guillaume Fleury). Presents On-Site El-Hiethem Mohammedi).

• Network-based Intrusion Detection: A One-class Classification Approach (Paulina Arregocés, Jaime Vergara, Juan Felipe Botero, Sergio Gutiérrez). Presents On-Site Juan Felipe Botero

Session 2: Mathematics for Network Analytics

Time: 11:00h to 12:30h

Chair: Prof. Juan Felipe Botero (Universidad de Antioquia)

• Non-negative Matrix Factorization for Network Delay Matrix Completion (Sanaa Ghandi, Alexandre Reiffers-Masson, Sandrine Vaton, Thierry Chonavel). Presents On-Site Sanaa Ghandi

• Optimal Resource Provisioning for Data-intensive Microservices (László Toka, Rolan Erdei). Presents On-Site László Toka

• Solving Combinatorial Problems via the Random Exploration of the Search Space: An Experimental Approach for Fast Decision Making (Cristiano Silva, Fermanda Sumika Souza, Daniel Guidoni, Leonardo Santos, João Fermando M. Sarubbi, Somayeh Mokhtari, Matheus Fernando Rodrigues Santos, Jose-Marcos Nogueira). Presents Remotely Jose-Marcos Nogueira

Session 3: Network Management 1

Time: 13:30h to 15:00h

Chair. Prof. Adrián Lara (Universidad de Costa Rica)

• VITALflow: Visual Interactive Traffic Analysis with NetFlow (Tina Tremel, Jochen Kögel, Florian Jauernig, Sebastian Meier, Dennis Thom, Franziska Becker, Christoph Müller and Steffen Koch). Presents Remotely Jochen Kögel

• Comparative Causal analysis of Network Log Data in Two Large ISP (Satoru Kobayashi, Keiichi Shima, Kenjiro Cho, Osamu Akashi, Kensuke Fukuda). Presents Remotely Satoru Kobayashi

• Structural Network Metrics and Incident Generation (Robert Harper, Philip Tee). Presents Remotely Robert Harper

Session 4: Network Management 2

Time: 15:30h to 17:00h

Chair. Prof. Adrián Lara (Universidad de Costa Rica)

• Detecting Malicious Domains using the Splunk Machine Learning Toolkit (Michelle Cersosimo, Adrián Lara). Presents Remotely Michelle Cersosimo

• Characterizing DNS query response sizes through active and passive measurements (Kensuke Fukuda, Shinta Sato, Takeshi Mitamura, Yoshitaka Aharen). Presents Remtotely Kensuke Fukuda.

• Dataset Quality Assessment in Autonomous Networks with Permutation Testing (Jose Camacho, Katarzyna Wasieleweska). Presents On-Site Katarzyna Wasieleweska