MoRePriv:移动操作系统对应用程序个性化和隐私的支持

Drew Davidson, Matt Fredrikson, B. Livshits
{"title":"MoRePriv:移动操作系统对应用程序个性化和隐私的支持","authors":"Drew Davidson, Matt Fredrikson, B. Livshits","doi":"10.1145/2664243.2664266","DOIUrl":null,"url":null,"abstract":"Privacy and personalization of mobile experiences are inherently in conflict: better personalization demands knowing more about the user, potentially violating user privacy. A promising approach to mitigate this tension is to migrate personalization to the client, an approach dubbed client-side personalization. This paper advocates for operating system support for client-side personalization and describes MoRePriv, an operating system service implemented in the Windows Phone OS. We argue that personalization support should be as ubiquitous as location support, and should be provided by a unified system within the OS, instead of by individual apps. We aim to provide a solution that will stoke innovation around mobile personalization. To enable easy application personalization, MoRePriv approximates users' interests using personae such as technophile or business executive. Using a number of case studies and crowd-sourced user studies, we illustrate how more complex personalization tasks can be achieved using MoRePriv. For privacy protection, MoRePriv distills sensitive user information to a coarse-grained profile, which limits the potential damage from information leaks. We see MoRePriv as a way to increase end-user privacy by enabling client-side computing, thus minimizing the need to share user data with the server. As such, MoRePriv shepherds the ecosystem towards a better privacy stance by nudging developers away from today's privacy-violating practices. Furthermore, MoRePriv can be combined with privacy-enhancing technologies and is complimentary to recent advances in data leak detection.","PeriodicalId":104443,"journal":{"name":"Proceedings of the 30th Annual Computer Security Applications Conference","volume":"33 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"36","resultStr":"{\"title\":\"MoRePriv: mobile OS support for application personalization and privacy\",\"authors\":\"Drew Davidson, Matt Fredrikson, B. Livshits\",\"doi\":\"10.1145/2664243.2664266\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Privacy and personalization of mobile experiences are inherently in conflict: better personalization demands knowing more about the user, potentially violating user privacy. A promising approach to mitigate this tension is to migrate personalization to the client, an approach dubbed client-side personalization. This paper advocates for operating system support for client-side personalization and describes MoRePriv, an operating system service implemented in the Windows Phone OS. We argue that personalization support should be as ubiquitous as location support, and should be provided by a unified system within the OS, instead of by individual apps. We aim to provide a solution that will stoke innovation around mobile personalization. To enable easy application personalization, MoRePriv approximates users' interests using personae such as technophile or business executive. Using a number of case studies and crowd-sourced user studies, we illustrate how more complex personalization tasks can be achieved using MoRePriv. For privacy protection, MoRePriv distills sensitive user information to a coarse-grained profile, which limits the potential damage from information leaks. We see MoRePriv as a way to increase end-user privacy by enabling client-side computing, thus minimizing the need to share user data with the server. As such, MoRePriv shepherds the ecosystem towards a better privacy stance by nudging developers away from today's privacy-violating practices. Furthermore, MoRePriv can be combined with privacy-enhancing technologies and is complimentary to recent advances in data leak detection.\",\"PeriodicalId\":104443,\"journal\":{\"name\":\"Proceedings of the 30th Annual Computer Security Applications Conference\",\"volume\":\"33 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-12-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"36\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 30th Annual Computer Security Applications Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2664243.2664266\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 30th Annual Computer Security Applications Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2664243.2664266","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 36

摘要

手机体验的隐私和个性化本质上是冲突的:更好的个性化需要更多地了解用户,这可能会侵犯用户隐私。缓解这种紧张关系的一个有希望的方法是将个性化迁移到客户端,这种方法被称为客户端个性化。本文提倡操作系统支持客户端个性化,并描述了在Windows Phone操作系统中实现的操作系统服务MoRePriv。我们认为个性化支持应该像定位支持一样无处不在,并且应该由操作系统内的统一系统提供,而不是由单个应用程序提供。我们的目标是提供一个围绕移动个性化创新的解决方案。为了实现简单的应用程序个性化,MoRePriv使用诸如技术爱好者或业务主管之类的角色来接近用户的兴趣。通过大量的案例研究和众包用户研究,我们说明了如何使用MoRePriv实现更复杂的个性化任务。为了保护隐私,MoRePriv将敏感的用户信息提取为粗粒度的配置文件,从而限制了信息泄露的潜在损害。我们将MoRePriv视为一种通过启用客户端计算来增加终端用户隐私的方法,从而最大限度地减少了与服务器共享用户数据的需求。因此,MoRePriv通过推动开发者远离当今侵犯隐私的做法,引导生态系统朝着更好的隐私立场发展。此外,MoRePriv可以与隐私增强技术相结合,并与数据泄漏检测的最新进展相辅相成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MoRePriv: mobile OS support for application personalization and privacy
Privacy and personalization of mobile experiences are inherently in conflict: better personalization demands knowing more about the user, potentially violating user privacy. A promising approach to mitigate this tension is to migrate personalization to the client, an approach dubbed client-side personalization. This paper advocates for operating system support for client-side personalization and describes MoRePriv, an operating system service implemented in the Windows Phone OS. We argue that personalization support should be as ubiquitous as location support, and should be provided by a unified system within the OS, instead of by individual apps. We aim to provide a solution that will stoke innovation around mobile personalization. To enable easy application personalization, MoRePriv approximates users' interests using personae such as technophile or business executive. Using a number of case studies and crowd-sourced user studies, we illustrate how more complex personalization tasks can be achieved using MoRePriv. For privacy protection, MoRePriv distills sensitive user information to a coarse-grained profile, which limits the potential damage from information leaks. We see MoRePriv as a way to increase end-user privacy by enabling client-side computing, thus minimizing the need to share user data with the server. As such, MoRePriv shepherds the ecosystem towards a better privacy stance by nudging developers away from today's privacy-violating practices. Furthermore, MoRePriv can be combined with privacy-enhancing technologies and is complimentary to recent advances in data leak detection.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信