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Collective self-learning by exchanging ML models
| dc.contributor.author | Ruiz Ramírez, Marc |
| dc.contributor.author | Boitier, Fabien |
| dc.contributor.author | Layec, Patricia |
| dc.contributor.author | Velasco Esteban, Luis Domingo |
| dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors |
| dc.date.accessioned | 2020-10-08T06:42:25Z |
| dc.date.available | 2020-10-08T06:42:25Z |
| dc.date.issued | 2019 |
| dc.identifier.citation | Ruiz, M. [et al.]. Collective self-learning by exchanging ML models. A: European Conference on Optical Communication. "ECOC 2019: 45th European Conference on Optical Communications: proceedings: Dublin, Ireland: 23-26 September, 2019". The Institution of Engineering and Technology (IET), 2019, p. 1-4. ISBN 978-1-83953-185-9. DOI 10.1049/cp.2019.0985. |
| dc.identifier.isbn | 978-1-83953-185-9 |
| dc.identifier.uri | http://hdl.handle.net/2117/329993 |
| dc.description.abstract | Collective self-learning based on Machine Learning (ML) model sharing and combination is proposed to accelerate ML-based algorithm deployment. The considered architecture is presented, together with different alternatives for combining ML models. Performance analysis is carried out on an illustrative use case for autonomic optical transmission. |
| dc.description.sponsorship | The research leading to these results has received funding from the AEI/FEDER TWINS project (TEC2017-90097-R), from the EC METRO-HAUL project (G.A. nº 761727), and from the Catalan ICREA Institution. |
| dc.format.extent | 4 p. |
| dc.language.iso | eng |
| dc.publisher | The Institution of Engineering and Technology (IET) |
| dc.subject | Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Aprenentatge automàtic |
| dc.subject.lcsh | Machine learning |
| dc.subject.other | Self-learning |
| dc.subject.other | Autonomic transmission |
| dc.title | Collective self-learning by exchanging ML models |
| dc.type | Conference report |
| dc.subject.lemac | Aprenentatge automàtic |
| dc.contributor.group | Universitat Politècnica de Catalunya. GCO - Grup de Comunicacions Òptiques |
| dc.identifier.doi | 10.1049/cp.2019.0985 |
| dc.description.peerreviewed | Peer Reviewed |
| dc.relation.publisherversion | https://digital-library.theiet.org/content/conferences/10.1049/cp.2019.0985 |
| dc.rights.access | Open Access |
| local.identifier.drac | 29093722 |
| dc.description.version | Postprint (author's final draft) |
| dc.relation.projectid | info:eu-repo/grantAgreement/EC/H2020/761727/EU/METRO High bandwidth, 5G Application-aware optical network, with edge storage, compUte and low Latency/METRO-HAUL |
| dc.relation.projectid | info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/TEC2017-90097-R/ES/COGNITIVE 5G APPLICATION-AWARE OPTICAL METRO NETWORKS INTEGRATING MONITORING, DATA ANALYTICS AND OPTIMIZATION/ |
| local.citation.author | Ruiz, M.; Boitier, F.; Layec, P.; Velasco, L. |
| local.citation.contributor | European Conference on Optical Communication |
| local.citation.publicationName | ECOC 2019: 45th European Conference on Optical Communications: proceedings: Dublin, Ireland: 23-26 September, 2019 |
| local.citation.startingPage | 1 |
| local.citation.endingPage | 4 |
