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The work is authored by Shih-Huan Hsu and published as a final PhD thesis at the University of Amsterdam in 2026. It includes formal academic materials, citation and rights statements, and a disclaimer about downloading and distribution restrictions. The document also contains acknowledgments recognizing supervisors, committees, research groups, and supporting communities.",{"@graph":69,"@context":123},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/machine-learning-for-network-slice-resource-management/290514/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/machine-learning-for-network-slice-resource-management/290514.png","ImageObject",300,407,{"name":92,"@type":93},"Noah","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-12","2026-09-17",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",14,{"@type":107,"mainEntity":108},"FAQPage",[109,115,119],{"name":110,"@type":111,"acceptedAnswer":112},"What is the document’s main topic?","Question",{"text":113,"@type":114},"The document focuses on machine learning for network slice resource management.","Answer",{"name":116,"@type":111,"acceptedAnswer":117},"Who is the author?",{"text":118,"@type":114},"The author is Shih-Huan Hsu.",{"name":120,"@type":111,"acceptedAnswer":121},"When was the work published and in what academic context?",{"text":122,"@type":114},"The work is the final published version dated 2026 and is presented as an academic PhD thesis at the University of Amsterdam.","https://schema.org",{"og:url":83,"og:type":125,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":127,"canonical":83},"index,follow",{"doc_id":129,"site_id":62},290514,1789641903,{"code":4,"msg":5,"data":132},{"doc_id":129,"user_id":133,"nickname":92,"user_avatar":134,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":140,"language":141,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":142,"faqs":143,"seo_title":144,"seo_description":67,"update_tm":130,"read_time":145,"preview_page_count":4},8796095462418,"https://ap-avatar.wpscdn.com/avatar/80000253c1241d02b47?x-image-process=image/resize,m_fixed,w_180,h_180&k=1778826106357471780","UvA-DARE (Digital Academic Repository)  \nMachine learning for network slice resource management  \nHsu, S.-H.  \nPublication date  \n2026  \nDocument Version  \nFinal published version  \nLink to publication  \nCitation for published version (APA):  \nHsu, S.-H. (2026) . Machine learning for network slice resource management. [Thesis, fully internal, Universiteit van Amsterdam] .  \nGeneral rights  \nIt 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) .  \nDisclaimer/Complaints regulations  \nIf 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.  \nUvA-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))  \nDownload date:26 Apr 2026  \nMACHINE LEARNING FOR NETWORK SLICE RESOURCE MANAGEMENT  \ncyril shih-huan hsu  \nMachine Learning for Network Slice Resource Management  \nACADEMISCH PROEFSCHRIFT  \nter 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)  \nten 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  \ndoor Shih-Huan Hsu geboren te Kaohsiung City  \nPromotiecommissie  \nPromotor:  \nCopromotor:  \nOverige leden:  \nprof. dr. P. Grosso dr. C. Papagianni  \nprof. dr. A.D. Pimentel dr. E. Gavves  \nprof. dr. L. Valcarenghidr. D. De Vleeschauwer  \ndr. M. Avgeris  \nUniversiteit van Amsterdam  \nUniversiteit van Amsterdam  \nUniversiteit van Amsterdam  \nUniversiteit van Amsterdam Scuola Superiore Sant'Anna Nokia Bell Labs Universiteit van Amsterdam  \nFaculteit der Natuurwetenschappen, Wiskunde en Informatica  \n“All models are wrong, but some are useful—like the ones in this thesis.”  \n—George E. P. Box & Cyril S.-H. Hsu  \nACKNOWLEDGMENTS  \nMy 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.  \nI 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.  \nTo 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.  \nTo 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.  \nI 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) .  \nTo the SNE cluster members, including Anestis, Angelos, Christopher, Damian, Ehsan, Floris-Jan, Gabriel, Garazi, Georgios, Henk, Hongyun, Jam","cbCaijHY0vXhvLjz","https://ap.wps.com/l/cbCaijHY0vXhvLjz","pdf",10717796,212,"English","# Acknowledgments\n## Personal support and collaborators","[{\"question\":\"What is the document’s main topic?\",\"answer\":\"The document focuses on machine learning for network slice resource management.\"},{\"question\":\"Who is the author?\",\"answer\":\"The author is Shih-Huan Hsu.\"},{\"question\":\"When was the work published and in what academic context?\",\"answer\":\"The work is the final published version dated 2026 and is presented as an academic PhD thesis at the University of Amsterdam.\"}]","Machine Learning for Network Slice Resource Management | PDF",534]