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CCF-BSF: CIF: Small: Distributed Information Retrieval: Private, Reliable, and Efficient

CCF-BSF: CIF: Small: Distributed Information Retrieval: Private, Reliable, and Efficient
CCF-BSF:CIF:小型:分布式信息检索:私密、可靠且高效
批准号:
1719139
负责人:
Alexander Vardy
金额:
$45.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-01 至 2020-08-31

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中文摘要
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英文摘要
The digital age is predicated on information being ubiquitous. The ability to access relevant data stored on remote servers "in the cloud" has become an indispensable resource in everyday lives. Numerous online services let users query public datasets for data items such as map directions, stock quotes, and flight prices, to name a few. Digital content providers also rely on user queries to identify the content desired by the user. Unfortunately, such queries have the potential to reveal highly-sensitive information *about the users*, thereby compromising their privacy. For example, institutional investors querying a stock-market database for the value of certain stocks may prefer not to reveal their interest in these stocks since it could influence their price. As another example, most people are deeply uncomfortable with exposing their media consumption diet to a centralized server that can be targeted by hacking or subpoena. It can be convincingly argued that access to such media consumption profiles can reveal the person's sexual orientation, political leanings, and cultural affiliations.A great deal of research has been devoted to methods that guarantee the security and integrity of *the data*. Much less work, however, has been devoted to protecting the privacy of *the user*. Efficient and reliable retrieval of information from distributed databases, with information-theoretic guarantees of user privacy, is the focus of this project. The relevant area of research is known as private information retrieval. While most of the existing results in this area are theoretical, a major goal in this project is to bridge the gap between the theory of private information retrieval and the practice of distributed storage. As such, potential outcomes of this investigation may extend beyond the scope of academic research, contributing to new technologies and products.Private information retrieval (PIR), conceived in the seminal papers of Chor, Goldreich, Kushilevitz, and Sudan over 20 years ago, has been traditionally studied in theoretical computer science and cryptography, with emphasis on the complexity of the communication between the user and the servers that store the database. While major breakthroughs have been achieved in this area over the years, the prevailing paradigm has always been that of replicating the database on several non-communicating servers. Such replication leads to a significant storage overhead, which is undesirable. Moreover, motivated by advances in coding for distributed storage, it was recently recognized that if database replication is replaced by *database coding*, the full power of coding-theoretic methods can be brought to bear on the problem. While extremely promising, this line of research is still in its infancy. The goal of this project is to follow-up on the database coding idea, and follow it through to its ultimate potential. In pursuit of this goal, the following questions are addressed:(1) What is the information-theoretic capacity of PIR? That is, what is the maximum amount of information that can be privately retrieved per downloaded bit, under various scenarios?(2) What is the optimal storage overhead of PIR? Can we achieve both privacy and efficient communication (on the download and upload) without replicating the stored data even once?(3) How can both privacy and download efficiency be maintained in the presence of impediments such as malicious or colluding servers, unsynchronized data, and/or communication errors?(4) Codes for distributed storage systems tolerate and repair node failures while making the data available to several users at once. How can we combine PIR protocols with such coding?(5) What is the best possible tradeoff between the various desirable PIR features, such as download efficiency, storage overhead, and resilience to errors/collusions/node-failures?This proposal is a natural outgrowth of the research recently carried out by the PIs and others in this area. Prior related work will provide a springboard for rapid progress toward the ambitious research objectives of this project. Knowledge, techniques, and qualitative insights gained through this investigation are expected to contribute to the foundations of the field, and to help bridge the gap between the theory of PIR and the practice of distributed storage.
期刊论文(23)
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科研奖励(0)
会议论文
DOI: 10.1109/isit.2019.8849249
发表时间: 2019-07
期刊: 2019 IEEE International Symposium on Information Theory (ISIT)
影响因子: --
作者: [T. Etzion;O. W. Gnilke;David A. Karpuk;Eitan Yaakobi;Yiwei Zhang]
通讯作者: T. Etzion;O. W. Gnilke;David A. Karpuk;Eitan Yaakobi;Yiwei Zhang
DOI: 10.1016/j.jcta.2020.105286
发表时间: 2020
期刊: Series A
影响因子: --
作者: [Lovett, Shachar, Rao, Sankeerth, Vardy, Alexander]
通讯作者: Vardy, Alexander
Reconstruction from Deletions in Racetrack Memories
从赛马场记忆中的删除中重建
DOI: 10.1109/itw.2018.8613352
发表时间: 2018
期刊: Proceedings of the IEEE Information Theory Workshop (ITW
影响因子: --
作者: [Chee, Yeow Meng, Gabrys, Ryan, Vardy, Alexander, Vu, Van Khu, Yaakobi, Eitan]
通讯作者: Yaakobi, Eitan
Codes for Endurance-Limited Memories
耐力有限记忆的代码
DOI: 10.23919/isita.2018.8664328
发表时间: 2018
期刊: Proceedings of the IEEE International Symposium on Information Theory and its Applications (ISITA
影响因子: --
作者: [Chee, Yeow Meng, Horovitz, Michal, Vardy, Alexander, Vu, Van Khu, Yaakobi, Eitan]
通讯作者: Yaakobi, Eitan
20
    CIF: Medium: Polar Coding for Data Storage: Theory and Applications
    • 批准号:
      1405119
    • 项目类别:
      Continuing Grant
    • 资助金额:
      $120.0万
    • 财政年份:
      2014
    • 负责人:
      Alexander Vardy
    • 依托单位:
    CIF: Small: Polar Codes --- From Theory to Practice
    • 批准号:
      1116820
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      Continuing Grant
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      2011
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      0830752
    • 项目类别:
      Standard Grant
    • 资助金额:
      $30.0万
    • 财政年份:
      2008
    • 负责人:
      Alexander Vardy
    • 依托单位:
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    • 批准号:
      0835843
    • 项目类别:
      Standard Grant
    • 资助金额:
      $33.25万
    • 财政年份:
      2008
    • 负责人:
      Alexander Vardy
    • 依托单位:
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    • 批准号:
      31871988
    • 项目类别:
      面上项目
    • 资助金额:
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    • 批准年份:
      2018
    • 负责人:
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    • 依托单位:
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    • 批准号:
      61774171
    • 项目类别:
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    • 资助金额:
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    • 批准年份:
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    • 负责人:
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      38870708
    • 项目类别:
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    • 资助金额:
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    • 批准年份:
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    • 负责人:
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