000 | 04177nam a22006135i 4500 | ||
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001 | 978-981-19-7395-6 | ||
003 | DE-He213 | ||
005 | 20240423130148.0 | ||
007 | cr nn 008mamaa | ||
008 | 230221s2023 si | s |||| 0|eng d | ||
020 |
_a9789811973956 _9978-981-19-7395-6 |
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024 | 7 |
_a10.1007/978-981-19-7395-6 _2doi |
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072 | 7 |
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_aCOM091000 _2bisacsh |
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_aUTC _2thema |
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082 | 0 | 4 |
_a004.6782 _223 |
100 | 1 |
_aWang, Ting. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
245 | 1 | 0 |
_aMachine Learning Empowered Intelligent Data Center Networking _h[electronic resource] : _bEvolution, Challenges and Opportunities / _cby Ting Wang, Bo Li, Mingsong Chen, Shui Yu. |
250 | _a1st ed. 2023. | ||
264 | 1 |
_aSingapore : _bSpringer Nature Singapore : _bImprint: Springer, _c2023. |
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300 |
_aXV, 112 p. 1 illus. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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490 | 1 |
_aSpringerBriefs in Computer Science, _x2191-5776 |
|
505 | 0 | _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. | |
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, coveringflow 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. | ||
650 | 0 | _aCloud Computing. | |
650 | 0 | _aComputer networks . | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aMachine learning. | |
650 | 0 | _aTelecommunication. | |
650 | 1 | 4 | _aCloud Computing. |
650 | 2 | 4 | _aComputer Communication Networks. |
650 | 2 | 4 | _aArtificial Intelligence. |
650 | 2 | 4 | _aMachine Learning. |
650 | 2 | 4 | _aCommunications Engineering, Networks. |
700 | 1 |
_aLi, Bo. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aChen, Mingsong. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aYu, Shui. _eauthor. _0(orcid) _10000-0003-4485-6743 _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9789811973949 |
776 | 0 | 8 |
_iPrinted edition: _z9789811973963 |
830 | 0 |
_aSpringerBriefs in Computer Science, _x2191-5776 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-981-19-7395-6 |
912 | _aZDB-2-SCS | ||
912 | _aZDB-2-SXCS | ||
942 | _cSPRINGER | ||
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