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The emerging public awareness and government regulations of data privacy motivate new paradigms of collecting and analyzing data that are transparent and acceptable to data owners. We present a new concept of privacy and corresponding data…

Cryptography and Security · Computer Science 2022-06-08 Jie Ding , Bangjun Ding

We examine machine learning models in a setup where individuals have the choice to share optional personal information with a decision-making system, as seen in modern insurance pricing models. Some users consent to their data being used…

Machine Learning · Computer Science 2024-02-05 Tobias Leemann , Martin Pawelczyk , Christian Thomas Eberle , Gjergji Kasneci

The General Data Protection Regulation (GDPR) aims to ensure that all personal data processing activities are fair and transparent for the European Union (EU) citizens, regardless of whether these are carried out within the EU or anywhere…

Cryptography and Security · Computer Science 2021-03-15 Danny S. Guamán , Xavier Ferrer , Jose M. del Alamo , Jose Such

Digital services like ride sharing rely heavily on personal data as individuals have to disclose personal information in order to gain access to the market and exchange their information with other participants; yet, the service provider…

Computers and Society · Computer Science 2021-10-20 Carsten Hesselmann , Jan Gertheiss , Jörg P. Müller

Privacy-enhancing technologies (PETs) represent a critical operational challenge for the online advertising industry, requiring substantial infrastructure investment while promising improved consumer privacy protection. Even when PETs may…

General Economics · Economics 2025-12-22 Kinshuk Jerath , Klaus M. Miller , D. Daniel Sokol

Contact tracing apps have become one of the main approaches to control and slow down the spread of COVID-19 and ease up lockdown measures. While these apps can be very effective in stopping the transmission chain and saving lives, their…

Cryptography and Security · Computer Science 2020-11-26 Dana Naous , Manus Bonner , Mathias Humbert , Christine Legner

Opinion polls suggest that the public value their privacy, with majorities calling for greater control of their data. However, individuals continue to use online services which place their personal information at risk, comprising a Privacy…

Computers and Society · Computer Science 2018-07-17 Meredydd Williams , Jason R. C. Nurse

Privacy preference signals are digital representations of how users want their personal data to be processed. Such signals must be adopted by both the sender (users) and intended recipients (data processors). Adoption represents a…

Human-Computer Interaction · Computer Science 2021-07-15 Maximilian Hils , Daniel W. Woods , Rainer Böhme

In an online survey in December 2020, 385 journalists in Germany were surveyed about platforms in journalism and about their frequency of use and willingness to adopt emerging technologies. Journalists have a commitment to publish on a…

Computers and Society · Computer Science 2021-05-18 Benjamin Rech , Matthias Meyer

Synthetic data is increasingly used to support research without exposing sensitive user content. Social media data is one of the types of datasets that would hugely benefit from representative synthetic equivalents that can be used to…

Cryptography and Security · Computer Science 2026-03-06 Henry Tari , Adriana Iamnitchi

Widespread e-commerce activity on the Internet has led to new opportunities to collect vast amounts of micro-level market and nonmarket data. In this paper we share our experiences in collecting, validating, storing and analyzing large…

Statistics Theory · Mathematics 2007-06-13 Ravi Bapna , Paulo Goes , Ram Gopal , James R. Marsden

The data revolution continues to transform every sector of science, industry and government. Due to the incredible impact of data-driven technology on society, we are becoming increasingly aware of the imperative to use data and algorithms…

Databases · Computer Science 2019-03-12 Serge Abiteboul , Julia Stoyanovich

Privacy concerns significantly impact AI adoption, yet little is known about how information environments shape user responses to data leak threats. We conducted a 2 x 3 between-subjects experiment (N=610) examining how risk versus…

Human-Computer Interaction · Computer Science 2026-03-11 Alexander Erlei , Tahir Abbas , Kilian Bizer , Ujwal Gadiraju

Web forms are one of the primary ways to collect personal information online, yet they are relatively under-studied. Unlike web tracking, data collection through web forms is explicit and contextualized. Users (i) are asked to input…

Cryptography and Security · Computer Science 2024-08-30 Hao Cui , Rahmadi Trimananda , Athina Markopoulou

Many internet ventures rely on advertising for their revenue. However, users feel discontent by the presence of ads on the websites they visit, as the data-size of ads is often comparable to that of the actual content. This has an impact…

Social and Information Networks · Computer Science 2017-05-10 Kiran Garimella , Orestis Kostakis , Michael Mathioudakis

Social networks such as Facebook (FB) and Instagram are known for tracking user online behaviour for commercial gain. To this day, there is practically no other way of achieving privacy in said platforms other than renouncing their use.…

Social and Information Networks · Computer Science 2022-09-09 Robert Cantaragiu , Antonis Michalas , Eugene Frimpong , Alexandros Bakas

The Artificial Intelligence paradigm (hereinafter referred to as "AI") builds on the analysis of data able, among other things, to snap pictures of the individuals' behaviors and preferences. Such data represent the most valuable currency…

General Economics · Economics 2019-04-30 Otello Ardovino , Jacopo Arpetti , Marco Delmastro

Users disclose ever-increasing amounts of personal data on Social Network Service platforms (SNS). Unless SNSs' policies are privacy friendly, this leaves them vulnerable to privacy risks because they ignore the privacy policies. Designers…

Human-Computer Interaction · Computer Science 2019-12-05 Jana Korunovska , Bernadette Kamleitner , Sarah Spiekermann

In December of 2020, Apple started to require app developers to self-report privacy label annotations on their apps indicating what data is collected and how it is used.To understand the adoption and shifts in privacy labels in the App…

Cryptography and Security · Computer Science 2025-04-16 David G. Balash , Mir Masood Ali , Monica Kodwani , Xiaoyuan Wu , Chris Kanich , Adam J. Aviv

Despite their popularity, randomized controlled trials (RCTs) are not always available for the purposes of advertising measurement. Non-experimental data is thus required. However, Facebook and other ad platforms use complex and evolving…

Econometrics · Economics 2022-10-05 Brett R. Gordon , Robert Moakler , Florian Zettelmeyer