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Consumer agency in the digital age is increasingly constrained by systemic barriers and algorithmic manipulation, raising concerns about the authenticity of consumption choices. Nowadays, financial decisions are shaped by external pressures…

Computers and Society · Computer Science 2025-08-20 Pegah Nokhiz , Aravinda Kanchana Ruwanpathirana

Compliance with the European Union's Platform-to-Business (P2B) Regulation is challenging for online platforms, and assessing their compliance can be difficult for public authorities. This is partly due to the lack of automated tools for…

Software Engineering · Computer Science 2024-01-24 Francesco Sovrano , Michaël Lognoul , Alberto Bacchelli

Self-ordering kiosks (SOKs) are widely deployed in fast food restaurants, transforming food ordering into digitally mediated, self-navigated interactions. While these systems enhance efficiency and average order value, they also create…

Human-Computer Interaction · Computer Science 2026-03-31 Aditya Kumar Purohit , Yuwei Liu , Manon Berney , Hendrik Heuer , Adrian Holzer

Digitalization in many economic sectors drove the financial system to adapt to new paradigms of technological transformation. Moreover, the extant regulatory framework forced the financial system to reconsider its business models and its…

General Finance · Quantitative Finance 2022-10-18 Valeria Stefanelli , Francesco Manta , Pierluigi Toma

What does the Digital Services Act (DSA) mean for online advertising? We describe and analyse the DSA rules that are most relevant for online advertising and adtech (advertising technology). We also highlight to what extent the DSA's…

Computers and Society · Computer Science 2025-03-11 Pieter Wolters , Frederik Zuiderveen Borgesius

Digital platforms use recommendations to facilitate exchanges between platform actors, such as trade between buyers and sellers. Aiming to protect consumers and guarantee fair competition on platforms, legislators increasingly require that…

General Economics · Economics 2024-03-01 Lukas Jürgensmeier , Bernd Skiera

Information has exploded on the Internet and mobile with the advent of the big data era. In particular, recommendation systems are widely used to help consumers who struggle to select the best products among such a large amount of…

Information Retrieval · Computer Science 2022-10-17 Mirae Kim , Simon Woo

Algorithmic recommendations mediate interactions between millions of customers and products (in turn, their producers and sellers) on large e-commerce marketplaces like Amazon. In recent years, the producers and sellers have raised concerns…

Computers and Society · Computer Science 2021-02-03 Abhisek Dash , Abhijnan Chakraborty , Saptarshi Ghosh , Animesh Mukherjee , Krishna P. Gummadi

Web tracking is a pervasive and opaque practice that enables personalized advertising, retargeting, and conversion tracking. Over time, it has evolved into a sophisticated and invasive ecosystem, employing increasingly complex techniques to…

The Omnibus Directive is an essential part of the European Union's New Deal for Consumers. The Directive introduces new regulations in trade, including e-commerce, with the main goal being to increase transparency, fairness and consumer…

Computers and Society · Computer Science 2024-02-06 Mikołaj Morzy , Mirosław Sobieraj , Sebastian Sikora

Deceptive patterns (DPs) are user interface designs deliberately crafted to manipulate users into unintended decisions, often by exploiting cognitive biases for the benefit of companies or services. While numerous studies have explored ways…

Cryptography and Security · Computer Science 2025-02-05 Zewei Shi , Ruoxi Sun , Jieshan Chen , Jiamou Sun , Minhui Xue , Yansong Gao , Feng Liu , Xingliang Yuan

By filtering the content that users see, social media platforms have the ability to influence users' perceptions and decisions, from their dining choices to their voting preferences. This influence has drawn scrutiny, with many calling for…

Computers and Society · Computer Science 2021-11-03 Sarah H. Cen , Devavrat Shah

Algorithmic discrimination is a critical concern as machine learning models are used in high-stakes decision-making in legally protected contexts. Although substantial research on algorithmic bias and discrimination has led to the…

Computers and Society · Computer Science 2025-06-18 Holli Sargeant , Måns Magnusson

We study the online constrained ranking problem motivated by an application to web-traffic shaping: an online stream of sessions arrive in which, within each session, we are asked to rank items. The challenge involves optimizing the ranking…

Optimization and Control · Mathematics 2017-02-24 Parikshit Shah , Akshay Soni , Troy Chevalier

Advancements in machine learning have fuelled the popularity of using AI decision algorithms in procedures such as bail hearings (Feller et al. 2016), medical diagnoses (Rajkomar et al. 2018; Esteva et al. 2019) and recruitment (Heilweil…

Computers and Society · Computer Science 2022-10-18 Bram Vaassen

It has proved to be difficult to translate the lessons from the literature on universal service into the policy framework because of political interests and regulatory capture. Neither the USA or Europe has made a very good job of devising…

Computers and Society · Computer Science 2007-05-23 Richard Cawley

The European legislature has proposed the Digital Services Act (DSA) and Artificial Intelligence Act (AIA) to regulate platforms and Artificial Intelligence (AI) products. We review to what extent third-party audits are part of both laws…

Computers and Society · Computer Science 2025-02-20 David Hartmann , José Renato Laranjeira de Pereira , Chiara Streitbörger , Bettina Berendt

Data-driven decision-making consequential to individuals raises important questions of accountability and justice. Indeed, European law provides individuals limited rights to 'meaningful information about the logic' behind significant,…

Human-Computer Interaction · Computer Science 2018-02-01 Reuben Binns , Max Van Kleek , Michael Veale , Ulrik Lyngs , Jun Zhao , Nigel Shadbolt

The online advertising market has recently reached the 500 billion dollar mark. To accommodate the need to match a user with the highest bidder at a fraction of a second, it has moved towards a complex, automated and often opaque model that…

Computers and Society · Computer Science 2025-07-10 Emmanouil Papadogiannakis , Nicolas Kourtellis , Panagiotis Papadopoulos , Evangelos P. Markatos

The internet can be broadly divided into three parts: surface, deep and dark. The dark web has become notorious in the media for being a hidden part of the web where all manner of illegal activities take place. This review investigates how…

Cryptography and Security · Computer Science 2021-04-16 Abhineet Gupta , Sean B Maynard , Atif Ahmad
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