Synthesis Lectures on Learning, Networks, and Algorithms最新文献

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Network Connectivity: Concepts, Computation, and Optimization 网络连接:概念、计算和优化
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 2022-01-25 DOI: 10.2200/s01154ed1v01y202111lna028
Chen Chen, H. Tong
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引用次数: 0
Modeling and Optimization in Software-Defined Networks 软件定义网络的建模与优化
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 2021-10-01 DOI: 10.2200/s01099ed1v01y202105lna027
Konstantinos Poularakis, L. Tassiulas, T. V. Lakshman
{"title":"Modeling and Optimization in Software-Defined Networks","authors":"Konstantinos Poularakis, L. Tassiulas, T. V. Lakshman","doi":"10.2200/s01099ed1v01y202105lna027","DOIUrl":"https://doi.org/10.2200/s01099ed1v01y202105lna027","url":null,"abstract":"This book provides a quick reference and insights into modeling and optimization of software-defined networks (SDNs). It covers various algorithms and approaches that have been developed for optimizations related to the control plane, the considerable research related to data plane optimization, and topics that have significant potential for research and advances to the state-of-the-art in SDN. Over the past ten years, network programmability has transitioned from research concepts to more mainstream technology through the advent of technologies amenable to programmability such as service chaining, virtual network functions, and programmability of the data plane. However, the rapid development in SDN technologies has been the key driver behind its evolution. The logically centralized abstraction of network states enabled by SDN facilitates programmability and use of sophisticated optimization and control algorithms for enhancing network performance, policy management, and security.Furthermore, the centralized aggregation of network telemetry facilitates use of data-driven machine learning-based methods. To fully unleash the power of this new SDN paradigm, though, various architectural design, deployment, and operations questions need to be addressed. Associated with these are various modeling, resource allocation, and optimization opportunities.The book covers these opportunities and associated challenges, which represent a ``call to arms'' for the SDN community to develop new modeling and optimization methods that will complement or improve on the current norms.","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126732840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Embracing Risk: Cyber Insurance as an Incentive Mechanism for Cybersecurity 拥抱风险:网络保险作为网络安全激励机制
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 2021-06-21 DOI: 10.2200/s01093ed1v01y202104lna026
M. Liu
{"title":"Embracing Risk: Cyber Insurance as an Incentive Mechanism for Cybersecurity","authors":"M. Liu","doi":"10.2200/s01093ed1v01y202104lna026","DOIUrl":"https://doi.org/10.2200/s01093ed1v01y202104lna026","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"325 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114370605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Poisson Line Cox Process: Foundations and Applications to Vehicular Networks 泊松线考克斯过程:车辆网络的基础和应用
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 2020-06-23 DOI: 10.2200/s01007ed1v01y202004lna024
Harpreet S. Dhillon, Vishnu Vardhan Chetlur
{"title":"Poisson Line Cox Process: Foundations and Applications to Vehicular Networks","authors":"Harpreet S. Dhillon, Vishnu Vardhan Chetlur","doi":"10.2200/s01007ed1v01y202004lna024","DOIUrl":"https://doi.org/10.2200/s01007ed1v01y202004lna024","url":null,"abstract":"Abstract This book provides a comprehensive treatment of the Poisson line Cox process (PLCP) and its applications to vehicular networks. The PLCP is constructed by placing points on each line of a ...","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"85 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124130709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 22
Internet Transport Economics 互联网运输经济学
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 1900-01-01 DOI: 10.1007/978-3-031-14421-9
Richard T. B. Ma
{"title":"Internet Transport Economics","authors":"Richard T. B. Ma","doi":"10.1007/978-3-031-14421-9","DOIUrl":"https://doi.org/10.1007/978-3-031-14421-9","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125189226","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Online Capacity Provisioning for Energy-Efficient Datacenters 支持节能数据中心的在线容量发放
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 1900-01-01 DOI: 10.1007/978-3-031-11549-3
Minghua Chen, S. Chau
{"title":"Online Capacity Provisioning for Energy-Efficient Datacenters","authors":"Minghua Chen, S. Chau","doi":"10.1007/978-3-031-11549-3","DOIUrl":"https://doi.org/10.1007/978-3-031-11549-3","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124217128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Learning for Decision and Control in Stochastic Networks 随机网络中决策与控制的学习
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 1900-01-01 DOI: 10.1007/978-3-031-31597-8
Longbo Huang
{"title":"Learning for Decision and Control in Stochastic Networks","authors":"Longbo Huang","doi":"10.1007/978-3-031-31597-8","DOIUrl":"https://doi.org/10.1007/978-3-031-31597-8","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126324213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Introduction to Cellular Network Analysis Using Stochastic Geometry 利用随机几何介绍细胞网络分析
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 1900-01-01 DOI: 10.1007/978-3-031-29743-4
J. Andrews, Abhishek Gupta, Ahmad Alammouri, Harpreet S. Dhillon
{"title":"An Introduction to Cellular Network Analysis Using Stochastic Geometry","authors":"J. Andrews, Abhishek Gupta, Ahmad Alammouri, Harpreet S. Dhillon","doi":"10.1007/978-3-031-29743-4","DOIUrl":"https://doi.org/10.1007/978-3-031-29743-4","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117100622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Optimization Algorithms for Distributed Machine Learning 分布式机器学习的优化算法
Synthesis Lectures on Learning, Networks, and Algorithms Pub Date : 1900-01-01 DOI: 10.1007/978-3-031-19067-4
Gauri Joshi
{"title":"Optimization Algorithms for Distributed Machine Learning","authors":"Gauri Joshi","doi":"10.1007/978-3-031-19067-4","DOIUrl":"https://doi.org/10.1007/978-3-031-19067-4","url":null,"abstract":"","PeriodicalId":365746,"journal":{"name":"Synthesis Lectures on Learning, Networks, and Algorithms","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127361862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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