Machine learning for network slice resource management - Academisch proefschrift - Doctor aan de Universiteit van Amsterdam

Sep 17, 2026

Uploaded by Noah

A PhD dissertation on applying machine learning to network slice resource management, presented as an “academisch proefschrift” at the University of Amsterdam. The work is authored by Shih-Huan Hsu, with publication date 2026 and a final published version in the UvA-DARE repository. The front matter includes authorship and institutional details, a formal dissertation defense listing, acknowledgments expressing support from supervisors and research groups, and repository rights, disclaimer, and complaint/notice procedures for digital publication.

LanguageEnglish

CategoryResearch & Report

FormatPDF

Pages212

Reading Time8 h 54 min

AccessFree to download

Acknowledgments

Support and gratitude to collaborators

University and research group acknowledgments

UvA-DARE (Digital Academic Repository) Machine learning for network slice resource management Hsu, S.-H. Publication date 2026 Document Version Final published version Link to publication Citation for published version (APA): Hsu, S.-H. (2026) . Machine learning for network slice resource management. [Thesis, fully internal, Universiteit van Amsterdam] . General rights It is not permitted to download or to forward/distribute the text or part of it without the consent of the author(s) and/or copyright holder(s), other than for strictly personal, individual use, unless the work is under an open content license (like Creative Commons) . Disclaimer/Complaints regulations If you believe that digital publication of certain material infringes any of your rights or (privacy) interests, please let the Library know, stating your reasons. In case of a legitimate complaint, the Library will make the material inaccessible and/or remove it from the website. Please Ask the Library: [https://uba.uva.nl/en/contact](https://uba.uva.nl/en/contact), or a letter to: Library of the University of Amsterdam, Secretariat, P.O. Box 19185, 1000 GD Amsterdam, The Netherlands. You will be contacted as soon as possible. UvA-DARE is a service provided by the library of the University of Amsterdam ( [http](https://dare. uva. nl)[s](https://dare. uva. nl)[://dare. uva. nl](https://dare. uva. nl)) Download date:26 Apr 2026 MACHINE LEARNING FOR NETWORK SLICE RESOURCE MANAGEMENT cyril shih-huan hsu Machine Learning for Network Slice Resource Management ACADEMISCH PROEFSCHRIFT ter verkrijging van de graad van doctor aan de Universiteit van Amsterdam op gezag van de Rector Magnificus [prof. dr. ir. P.P.C.C. Verbeek](prof. dr. ir. P.P.C.C. Verbeek) ten overstaan van een door het College voor Promoties ingestelde commissie, in het openbaar te verdedigen in de Agnietenkapel op maandag 13 april 2026, te 13.00 uur door Shih-Huan Hsu geboren te Kaohsiung City Promotiecommissie Promotor: Copromotor: Overige leden: prof. dr. P. Grosso dr. C. Papagianni prof. dr. A.D. Pimentel dr. E. Gavves prof. dr. L. Valcarenghidr. D. De Vleeschauwer dr. M. Avgeris Universiteit van Amsterdam Universiteit van Amsterdam Universiteit van Amsterdam Universiteit van Amsterdam Scuola Superiore Sant'Anna Nokia Bell Labs Universiteit van Amsterdam Faculteit der Natuurwetenschappen, Wiskunde en Informatica “All models are wrong, but some are useful—like the ones in this thesis.” —George E. P. Box & Cyril S.-H. Hsu ACKNOWLEDGMENTS My PhD odyssey would not have been possible without the support and encouragement of many wonderful people. First, I would like to thank my wife, Nita. Thank you for following me around the world and standing by my side through every step of this journey, even as I began a PhD in my 30s. Your unwavering belief in my dreams means everything to me. I am deeply grateful to Chia-Yu, my internet acquaintance, who randomly dropped this opportunity in an online forum post. Without that perfectly timed post, none of this would have happened. To my supervisor, Chrysa, thank you for offering me this position, foryour constant support, and for trusting me like a friend. Your belief in my (naive) research ideas and your guidance on both scientific and professional aspects have been invaluable. It has been a true pleasure working with you. To my promoter, Paola, you have shown me what a world-class scholar looks like. You are a lighthouse for researchers. The harmonious environment you have fostered within the group has made all the difference. I want to thank everyone in the 5Growth-Scaling group, especially Danny, Jorge, and Xi. I have learned so much from you about how to conduct frontier research (and handle the frustrating rejections that come along) . To the SNE cluster members, including Anestis, Angelos, Christopher, Damian, Ehsan, Floris-Jan, Gabriel, Garazi, Georgios, Henk, Hongyun, Jam

FAQs

Who is the author of the dissertation?

The dissertation is authored by Shih-Huan Hsu.

Where is the dissertation published and what version is listed?

It is published in the UvA-DARE (Digital Academic Repository) and the document version is the final published version.

What does the repository state about download and distribution rights?

Downloading, forwarding, or distributing the text (or parts) is not permitted without the author(s) and/or copyright holder(s) consent, except for strictly personal, individual use or when the work has an open content license.

Sep 17, 2026

Uploaded by Noah