001454950 000__ 03866nam\a2200541\i\4500
001454950 001__ 1454950
001454950 003__ OCoLC
001454950 005__ 20230314003236.0
001454950 006__ m\\\\\o\\d\\\\\\\\
001454950 007__ cr\cn\nnnunnun
001454950 008__ 230301s2022\\\\si\a\\\\o\\\\\000\0\eng\d
001454950 020__ $$a9789811973956$$q(electronic bk.)
001454950 020__ $$a9811973954$$q(electronic bk.)
001454950 020__ $$z9789811973949
001454950 020__ $$z9811973946
001454950 0247_ $$a10.1007/978-981-19-7395-6$$2doi
001454950 035__ $$aSP(OCoLC)1371456435
001454950 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE
001454950 049__ $$aISEA
001454950 050_4 $$aQ325.5
001454950 08204 $$a006.3/1$$223/eng/20230301
001454950 1001_ $$aWang, Ting,$$eauthor.
001454950 24510 $$aMachine learning empowered intelligent data center networking :$$bevolution, challenges and opportunities /$$cTing Wang, Bo Li, Mingsong Chen, Shui Yu.
001454950 264_1 $$aSingapore :$$bSpringer,$$c2022.
001454950 300__ $$a1 online resource :$$billustrations (black and white, and color).
001454950 336__ $$atext$$btxt$$2rdacontent
001454950 337__ $$acomputer$$bc$$2rdamedia
001454950 338__ $$aonline resource$$bcr$$2rdacarrier
001454950 4901_ $$aSpringerBriefs in computer science
001454950 5050_ $$aChapter 1: Introduction -- Chapter 2: Fundamentals of Machine Learning in Data Center Networks -- Chapter 3: Machine Learning Empowered Intelligent Data Center Networking -- Chapter 4: Insights, Challenges, and Opportunities -- Chapter 5: Conclusion.
001454950 506__ $$aAccess limited to authorized users.
001454950 520__ $$aAn Introduction to the Machine Learning Empowered Intelligent Data Center Networking Fundamentals of Machine Learning in Data Center Networks. This book reviews the common learning paradigms that are widely used in data centernetworks, and offers an introduction to data collection and data processing in data centers. Additionally, it proposes a multi-dimensional and multi-perspective solution quality assessment system called REBEL-3S. The book offers readers a solid foundation for conducting research in the field of AI-assisted data center networks. Comprehensive Survey of AI-assisted Intelligent Data Center Networks. This book comprehensively investigates the peer-reviewed literature published in recent years. The wide range of machine learning techniques is fully reflected to allow fair comparisons. In addition, the book provides in-depth analysis and enlightening discussions on the effectiveness of AI in DCNs from various perspectives, covering flow prediction, flow classification, load balancing, resource management, energy management, routing optimization, congestion control, fault management, and network security. Provides a Broad Overview with Key Insights. This book introduces several novel intelligent networking concepts pioneered by real-world industries, such as Knowledge Defined Networks, Self-Driving Networks, Intent-driven Networks and Intent-based Networks. Moreover, it shares unique insights into the technological evolution of the fusion of artificial intelligence and data center networks, together with selected challenges and future research opportunities.
001454950 588__ $$aDescription based on print version record.
001454950 650_0 $$aMachine learning.
001454950 650_0 $$aComputer networks.
001454950 650_0 $$aArtificial intelligence.
001454950 655_0 $$aElectronic books.
001454950 7001_ $$aLi, Bo,$$eauthor.
001454950 7001_ $$aChen, Mingsong,$$eauthor.$$1https://isni.org/isni/000000044935642X
001454950 7001_ $$aYu, Shui$$c(Computer scientist),$$eauthor.
001454950 77608 $$iPrint version:$$aWang, Ting.$$tMachine learning empowered intelligent data center networking.$$dSingapore : Springer, 2022$$z9789811973949$$w(OCoLC)1348997016
001454950 830_0 $$aSpringerBriefs in computer science.
001454950 852__ $$bebk
001454950 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-981-19-7395-6$$zOnline Access$$91397441.1
001454950 909CO $$ooai:library.usi.edu:1454950$$pGLOBAL_SET
001454950 980__ $$aBIB
001454950 980__ $$aEBOOK
001454950 982__ $$aEbook
001454950 983__ $$aOnline
001454950 994__ $$a92$$bISE