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We study a sequential decision-making problem motivated by recent regulatory and technological shifts that limit access to individual user data in recommender systems (RSs), leaving only population-level preference information. This…

人工智能 · 计算机科学 2025-07-08 Gur Keinan , Omer Ben-Porat

Personal sensory data is used by context-aware mobile applications to provide utility. However, the same data can also be used by an adversary to make sensitive inferences about a user thereby violating her privacy. We present DEEProtect, a…

密码学与安全 · 计算机科学 2017-11-20 Changchang Liu , Supriyo Chakraborty , Prateek Mittal

Mobile gaming apps increasingly rely on third-party Software Development Kits SDKs for advertising, analytics, attribution, and user engagement, potentially introducing privacy exposure beyond traditional permission based risks. Existing…

密码学与安全 · 计算机科学 2026-05-26 Bakheet Aljedaani

Determining how voice assistants should broker consent to share data with third party software has proven to be a complex problem. Devices often require users to switch to companion smartphone apps in order to navigate permissions menus for…

人机交互 · 计算机科学 2022-06-23 William Seymour , Mark Cote , Jose Such

We analyze the unintended effects that recommender systems have on the preferences of users that they are learning. We consider a contextual multi-armed bandit recommendation algorithm that learns optimal product recommendations based on…

机器学习 · 计算机科学 2026-02-11 Prabhat Lankireddy , Jayakrishnan Nair , D Manjunath

This paper asks how much we can gain in terms of bandwidth and user satisfaction, if recommender systems became bandwidth aware and took into account not only the user preferences, but also the fact that they may need to serve these users…

信息论 · 计算机科学 2017-12-06 Linqi Song , Christina Fragouli

As nowadays most web application requests originate from mobile devices, authentication of mobile users is essential in terms of security considerations. To this end, recent approaches rely on machine learning techniques to analyze various…

密码学与安全 · 计算机科学 2024-10-28 David Monschein , Oliver P. Waldhorst

Building management systems tout numerous benefits, such as energy efficiency and occupant comfort but rely on vast amounts of data from various sensors. Advancements in machine learning algorithms make it possible to extract personal…

人机交互 · 计算机科学 2023-03-14 Beatrice Li , Arash Tavakoli , Arsalan Heydarian

Recent developments in the mobile app industry have resulted in various types of mobile apps, each targeting a different need and a specific audience. Consequently, users access distinct apps to complete their information need tasks. This…

Personalization and adaptation to the user profile capability are the hottest issues to ensure ambient assisted living and context awareness in nowadays environments. With the growing healthcare and wellbeing context aware applications,…

密码学与安全 · 计算机科学 2013-02-12 Meriem Zerkouk , Abdallah Mhamed , Belhadri Messabih

Many popular applications use traces of user data to offer various services to their users. However, even if user data is anonymized and obfuscated, a user's privacy can be compromised through the use of statistical matching techniques that…

信息论 · 计算机科学 2018-06-29 Nazanin Takbiri , Amir Houmansadr , Dennis L. Goeckel , Hossein Pishro-Nik

A context-aware recommender system (CARS) applies sensing and analysis of user context to provide personalized services. The contextual information can be driven from sensors in order to improve the accuracy of the recommendations. Yet,…

机器学习 · 计算机科学 2022-08-10 Amit Livne , Eliad Shem Tov , Adir Solomon , Achiya Elyasaf , Bracha Shapira , Lior Rokach

Despite recent widespread deployment of differential privacy, relatively little is known about what users think of differential privacy. In this work, we seek to explore users' privacy expectations related to differential privacy.…

计算机与社会 · 计算机科学 2021-10-14 Rachel Cummings , Gabriel Kaptchuk , Elissa M. Redmiles

How intrusive does a life-saving user-monitoring application really need to be? While most previous research was focused on analyzing mental state of users from social media and smartphones, there is little effort towards protecting user…

社会与信息网络 · 计算机科学 2018-05-16 Pravallika Devineni , Evangelos E. Papalexakis , Kalina Michalska , Michalis Faloutsos

Data protection regulations generally afford individuals certain rights over their personal data, including the rights to access, rectify, and delete the data held on them. Exercising such rights naturally requires those with data…

计算机与社会 · 计算机科学 2018-09-17 Chris Norval , Jennifer Cobbe , Heleen Janssen , Jatinder Singh

In this work we address the development of a smart personal assistant that is capable of anticipating a user's information needs based on a novel type of context: the person's activity inferred from her check-in records on a location-based…

信息检索 · 计算机科学 2017-09-19 Jan R. Benetka , Krisztian Balog , Kjetil Nørvåg

Online platforms have a wealth of data, run countless experiments and use industrial-scale algorithms to optimize user experience. Despite this, many users seem to regret the time they spend on these platforms. One possible explanation is…

社会与信息网络 · 计算机科学 2023-10-24 Jon Kleinberg , Sendhil Mullainathan , Manish Raghavan

Context: As mobile applications (Apps) widely spread over our society and life, various personal information is constantly demanded by Apps in exchange for more intelligent and customized functionality. An increasing number of users are…

软件工程 · 计算机科学 2023-10-12 Jianzhang Zhang , Jinping Hua , Yiyang Chen , Nan Niu , Chuang Liu

Ample research has demonstrated that compliance with data protection principles remains limited on the web and mobile. For example, almost none of the apps on the Google Play Store fulfil the minimum requirements regarding consent under EU…

计算机与社会 · 计算机科学 2023-02-28 Konrad Kollnig

LLMs often fail to meet the specialized needs of distinct user groups due to their one-size-fits-all training paradigm \cite{lucy-etal-2024-one} and there is limited research on what personalization aspects each group expect. To address…

计算与语言 · 计算机科学 2025-03-12 Ishani Mondal , Jack W. Stokes , Sujay Kumar Jauhar , Longqi Yang , Mengting Wan , Xiaofeng Xu , Xia Song , Jennifer Neville