@article {42698,
	title = { Service-based Analytics for 5G open experimentation platforms},
	journal = {Computer Networks},
	volume = {205},
	year = {2022},
	pages = {108740},
	publisher = {Elsevier},
	abstract = {A scalable, flexible and reliable Analytics service has become a requirement toward building efficient Fifth Generation (5G) experimental platforms that can support a suite of end-user experiments and verticals. Our paper presents the challenges that come with designing such a service-based\&nbsp;Analytics component, and shows how we have used it in the context of open experimental platforms in the\&nbsp;5GENESIS\&nbsp;project. Our Analytics service was designed both for enabling the efficient setup and configuration of the underlying platform, and also for ensuring that it provides useful insights into the experimentation\&nbsp;Key Performance Indicators\&nbsp;(KPIs) toward the end-user. Thus, Analytics proved to be a useful tool across several stages, starting from ensuring correct operation during the initial phases of the network setup and continuing into the normal day-to-day experimentation. Our experiments show how the tool was used in our setup and provide information on how to apply it to different environments. The\&nbsp;Analytics component, designed as a set of\&nbsp;microservices\&nbsp;that serve several goals in the analytics workflow, is also provided as open source, being part of the\&nbsp;Open5Genesis\&nbsp;suite.},
	author = {Aumayr, Erik and Caso, Giuseppe and Bosneag, Anne-Marie and Almudena Diaz {Zayas} and Alay, {\"O}zg{\"u} and Garcia, Bruno and Kousias, Konstantinos and Brunstr{\"o}m, Anna and Pedro Merino {Gomez} and Koumaras, Harilaos}
}
@book {27852,
	title = {AI and ML {\textendash} Enablers for Beyond 5G Networks},
	year = {2021},
	month = {05/2021},
	publisher = {5G PPP Technology Board},
	organization = {5G PPP Technology Board},
	address = {Online},
	abstract = {This white paper on AI and ML as enablers of beyond 5G (B5G) networks is based on contributions from almost 20 5G PPP projects, coordinated through the 5G PPP Technology Board, that research, implement and validate 5G and B5G network systems. The paper introduces the main relevant mechanisms in Artificial Intelligence (AI) and Machine Learning (ML), currently investigated and exploited for enhancing 5G and B5G networks.},
	doi = {10.5281/zenodo.429989},
	url = {https://5g-ppp.eu/wp-content/uploads/2021/05/AI-MLforNetworks-v1-0.pdf},
	author = {Mohammed A. {Abdulkadir} and Alay, {\"O}zg{\"u} and Alexiou, Angeliki and Anastasopoulos, Markos and Antevski, Kiril and Aumayr, Erik and Ayed, Dhouha and Baranda, Jordi and Behravesh, Rasoul and Benzaid, Chafika and Bisson, Pascal and Anne-Marie Cristina {Bosneag} and Alexandros-Apostolos A. {Boulogeorgos} and Jos{\'e} Alcaraz {Calero} and Carrozzo, Gino and Claudio Ettore {Casetti} and Caso, Giuseppe and Alberto Huertas {Celdr{\'a}n} and Chergui, Hatim and Carla Fabiana {Chiasserini} and Chinchilla-Romero, Lorena and Chollon, Geoffroy and Cogalan, Tezcan and Colman-Meixner, Carlos and Conti, Andrea and Cosmas, John and Costa-Requena, Jos{\'e} and Desai, Rachana and Devoti, Francesco and Diamanti, Maria and Dreibholz, Thomas and Elmokashfi, Ahmed and Feghhi, Saman and Garcia-Saavedra, Andres and Gavras, Anastasius and Ghoraishi, Mir and Giannopoulos, Anastasios and Goodarzi, Meysam and Gramaglia, Marco and Guimar{\~a}es, Carlos and G{\"u}rkan, G{\"u}r and He, Jiguang and Hrasnica, Halid and Jimeno, Elisa and Kakkavas, Grigorios and Kaloxylos, Alexandros and Karyotis, Vasileios and Katta, Saimanoj and Katzouris, Nikos and Takai Eddine {Kennouche} and Klinkenberg, Ralf and Kokkoniemi, Joonas and Kondepu, Koteswararao and Lazarakis, Fotis and Lekidis, Alexios and Li, Xi and Lopez, Diego and Magoula, Lina and Mahmood, Kashif and Majumdar, Sayantini and Malinverno, Marco and Mangues-Bafalluy, Josep and Mart{\'\i}nez, Ricardo and Mart{\'\i}n-P{\'e}rez, Jorge and Martrat, Josep and Meunier, Ben and Mohamed, Ramy and Morselli, Flavio and ‪Juan Jos{\'e} Ramo {Mu{\~n}oz‬} and Mu{\~n}oz-Luengo, Pablo and Daniel Camps {Muri} and Murphy, Chris and Edgardo Montes {de Oca} and Papagianni, Chrysa and Papavassiliou, Symeon and Antonio Agust{\'\i}n P {Perales} and Gregorio Mart{\'\i}nez {P{\'e}rez} and Manuel Gil {P{\'e}rez} and Wint Yi {Poe} and Prados-Garzon, Jonathan and Di Renzo, Marco and Joan Pujol {Roig} and Pedro Miguel {S{\'a}nchez} and De Schepper, Koen and Shi, Lina and Skarmeta, Antonio and Spantideas, Sotirios and Gokul Krishna {Srinivasan} and Stamou, Adamantia and Subramanya, Tejas and Trakadas, Panagiotis and Tzanakaki, Anna and Valcarenghi, Luca and Jos{\'e} Mar{\'\i}a Jor {Valero} and Videv, Stefan and Wang, Qi and Wang, Yue and Xie, Min and Xu, Zhao and Yan, Shuangyi and Yaqub, Edwin and Yesilkaya, Anil and Zanzi, Lanfranco and Zemouri, Sofiane and Zeydan, Engin and Zhang, Xun and Zhou, Xueqing}
}
