CNS Core: Small: Enabling Streaming Analytics at the Network Edge
CNS 核心:小型:在网络边缘启用流分析
基本信息
- 批准号:2226107
- 负责人:
- 金额:$ 40万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2022
- 资助国家:美国
- 起止时间:2022-10-01 至 2025-09-30
- 项目状态:未结题
- 来源:
- 关键词:
项目摘要
The ability to extract user analytics in a timely manner is of critical importance for numerous online applications. This includes advertising and financial applications, but also a growing number of online machine-learning systems, which depend on analytics triggers to conduct a timely computation. While it is well-established that online data is most valuable at the time of arrival, all existing streaming analytics systems assume that the time of arrival is when a user request reaches a server that a client communicates to. The key question the project aims to answer is if one can utilize the edge network infrastructure to early capture and analytically process user requests.To enable edge-based streaming analytics, the project proposes semantic cookies, encrypted data structures set by the server and then kept at the client. Contrary to the state-of-the-art web cookies, the project aims to plant semantic user information directly into the cookies themselves. This enables collaborating edge components to analytically process the user requests. The project proposes a theory and systems to make edge-based online streaming analytics a reality. The main research thrusts of the proposed research are (1) revise the online streaming analytics to lay down the foundation for the proposed system, (2) design, implement, and evaluate the proposed analytics system, and (3) investigate its security, privacy, and reliability.This project has the potential to make a significant impact by enabling an edge-based streaming analytics service with performance properties unattainable by existing systems. This can provide a lead to a growing number of applications that fundamentally depend on fast analytical triggers enabled by the proposed system. This project’s insights, theory, and algorithms will help in-network streaming analytics become a mainstream service offered by network operators. Importantly, the project opens the doors to edge Internet Service Providers and Content Distribution Networks to leverage and monetize their proximity to clients, in collaboration with cloud providers and application developers.All the data associated with this project, including measurement data, code, and results, will be made publicly and openly available at http://networks.cs.northwestern.edu/edge-analytics/. This website will be maintained for the duration of the project, and all the data will remain available for download from the website for at least five years after the project is completed.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
及时提取用户分析的能力对于众多在线应用程序至关重要,这包括广告和金融应用程序,以及越来越多的在线机器学习系统,这些系统依赖于分析触发器来进行及时计算。众所周知,在线数据在到达时最有价值,所有现有的流分析系统都假设到达时间是用户请求到达客户端通信的服务器时,这是该项目旨在回答的关键问题。是是否可以尽早利用边缘网络基础设施捕获并分析处理用户请求。为了实现基于边缘的流分析,该项目提出了语义cookie,即由服务器设置然后保存在客户端的加密数据结构。旨在将语义用户信息直接植入 cookie 本身,这使得协作边缘组件能够分析处理用户请求。该项目提出了一种理论和系统,使基于边缘的在线流分析成为现实。是(1)修改在线流分析为拟议系统奠定基础,(2) 设计、实施和评估拟议分析系统,(3) 调查其安全性、隐私性和可靠性。该项目有潜力做出重大贡献通过启用具有现有系统无法实现的性能属性的基于边缘的流分析服务来产生影响,这可以为越来越多的应用程序带来影响,这些应用程序从根本上依赖于该项目的见解、理论和算法。将帮助网络内流分析成为主流服务重要的是,该项目为边缘互联网服务提供商和内容分发网络打开了大门,与云提供商和应用程序开发商合作,利用其与客户的距离并从中获利。与该项目相关的所有数据,包括测量数据,代码和结果将在 http://networks.cs.northwestern.edu/edge-analytics/ 上公开提供。该网站将在项目期间进行维护,并且所有数据将仍然可用。从网站下载后至少五年该项目已完成。该奖项反映了 NSF 的法定使命,并通过使用基金会的智力价值和更广泛的影响审查标准进行评估,被认为值得支持。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Aleksandar Kuzmanovic其他文献
Aleksandar Kuzmanovic的其他文献
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{{ truncateString('Aleksandar Kuzmanovic', 18)}}的其他基金
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2310927 - 财政年份:2023
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$ 40万 - 项目类别:
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1810582 - 财政年份:2018
- 资助金额:
$ 40万 - 项目类别:
Standard Grant
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1615837 - 财政年份:2016
- 资助金额:
$ 40万 - 项目类别:
Standard Grant
NeTS: Small: Collaborative Research: Leveraging Personalized Internet Services to Combat Online Trolling
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- 批准号:
1615837 - 财政年份:2016
- 资助金额:
$ 40万 - 项目类别:
Standard Grant
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- 批准号:
1526052 - 财政年份:2015
- 资助金额:
$ 40万 - 项目类别:
Standard Grant
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1319086 - 财政年份:2013
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1064595 - 财政年份:2011
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$ 40万 - 项目类别:
Standard Grant
CAREER: Internet Audit: A Theory, Toolset, and Applications for a World without Net Neutrality
职业:互联网审计:没有网络中立性的世界的理论、工具集和应用
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0746360 - 财政年份:2008
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$ 40万 - 项目类别:
Standard Grant
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- 批准号:
0627715 - 财政年份:2006
- 资助金额:
$ 40万 - 项目类别:
Continuing Grant
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