TY - GEN
T1 - Towards a generic deep learning pipeline for traffic measurements
AU - Azorin, Raphaël
AU - Gallo, Massimo
AU - Finamore, Alessandro
AU - Filippone, Maurizio
AU - Michiardi, Pietro
AU - Rossi, Dario
N1 - Publisher Copyright:
© 2021 ACM.
PY - 2021/12/7
Y1 - 2021/12/7
N2 - Traffic measurements are key for network management as testified by the rich literature from both academia and industry. At their foundation, measurements rely on transformation functions f(x) = y, mapping input traffic data x to an output performance metric y. Yet, common practices adopt a bottom-up design (i.e., metric-based) which leads to (i) invest a lot of efforts into (re)discovering how to perform such mapping and (ii) create specialized solutions. For instance, sketches are a compact way to extract traffic properties (heavy-hitters, super-spreaders, etc.) but require analytical modeling to offer correctness guarantees and careful engineering to enable in-device deployment and network-wide measurements.
AB - Traffic measurements are key for network management as testified by the rich literature from both academia and industry. At their foundation, measurements rely on transformation functions f(x) = y, mapping input traffic data x to an output performance metric y. Yet, common practices adopt a bottom-up design (i.e., metric-based) which leads to (i) invest a lot of efforts into (re)discovering how to perform such mapping and (ii) create specialized solutions. For instance, sketches are a compact way to extract traffic properties (heavy-hitters, super-spreaders, etc.) but require analytical modeling to offer correctness guarantees and careful engineering to enable in-device deployment and network-wide measurements.
KW - deep learning
KW - network measurements
KW - representation learning
UR - http://www.scopus.com/inward/record.url?scp=85121581146&partnerID=8YFLogxK
U2 - 10.1145/3488658.3493785
DO - 10.1145/3488658.3493785
M3 - Conference contribution
AN - SCOPUS:85121581146
T3 - CoNEXT-SW 2021 - Proceedings of the 2021 CoNEXT Student Workshop 2021 - Part of CoNEXT 2021 the 17th International Conference on emerging Networking EXperiments and Technologies
SP - 5
EP - 6
BT - CoNEXT-SW 2021 - Proceedings of the 2021 CoNEXT Student Workshop 2021 - Part of CoNEXT 2021 the 17th International Conference on emerging Networking EXperiments and Technologies
PB - Association for Computing Machinery, Inc
T2 - 2nd ACM CoNEXT Student Workshop, CoNEXT-SW 2021, co-located with the 17th International Conference on emerging Networking EXperiments and Technologies, CoNEXT 2021
Y2 - 7 December 2021
ER -