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We study a model of user decision-making in the context of recommender systems via numerical simulation. Our model provides an explanation for the findings of Nguyen, et. al (2014), where, in environments where recommender systems are…

计算机与社会 · 计算机科学 2020-07-27 Guy Aridor , Duarte Goncalves , Shan Sikdar

We live in an age of consumption with an ever-increasing demand of already scarce resources and equally fast growing problems of waste generation and climate change. To tackle these difficult issues, we must learn from mother nature. Just…

综合经济学 · 经济学 2021-04-13 Sareesh Rawat

There are clear benefits associated with a particular consumer choice for many current markets. For example, as we consider here, some products might carry environmental or `green' benefits. Some consumers might value these benefits while…

综合金融 · 定量金融 2008-12-02 Gérard Weisbuch , Vincent Buskens , Luat Vuong

The sector of information and communication technology (ICT) can contribute to the fulfillment of the Paris agreement and the sustainable development goals (SDGs) through the introduction of sustainability strategies. For environmental…

信息论 · 计算机科学 2024-10-16 Stefan Roth , Aydin Sezgin

Recommendation systems underlie a variety of online platforms. These recommendation systems and their users form a feedback loop, wherein the former aims to maximize user engagement through personalization and the promotion of popular…

信息检索 · 计算机科学 2025-04-11 Atefeh Mollabagher , Parinaz Naghizadeh

The climate is warming rapidly, and atmospheric concentrations of greenhouse gases (GHGs) are at their highest levels ever recorded. As a result of these climate changes, caused mainly by human activities, disasters have increased fivefold…

人机交互 · 计算机科学 2025-06-25 Lorenzo Porcelli , Francesco Palmieri

The increasing prominence of Socially Responsible Consumers has brought about a heightened focus on the ethical, environmental, social, and ideological dimensions influencing product purchasing decisions. Despite this emphasis, studies have…

人机交互 · 计算机科学 2026-04-07 Leif Azzopardi , Frans van de Sluis

As we increasingly delegate important decisions to intelligent systems, it is essential that users understand how algorithmic decisions are made. Prior work has often taken a technocentric approach to transparency. In contrast, we explore…

人机交互 · 计算机科学 2018-11-07 Aaron Springer , Steve Whittaker

Sustainability development goals (SDGs) are regarded as a universal call to action with the overall objectives of planet protection, ending of poverty, and ensuring peace and prosperity for all people. In order to achieve these objectives,…

Recommender systems shape individual choices through feedback loops in which user behavior and algorithmic recommendations coevolve over time. The systemic effects of these loops remain poorly understood, in part due to unrealistic…

The last several years have brought a growing body of work on ensuring that recommender systems are in some sense consumer-fair -- that is, they provide comparable quality of service, accuracy of representation, and other effects to their…

信息检索 · 计算机科学 2022-09-09 Michael D. Ekstrand , Maria Soledad Pera

Modern recommender systems lie at the heart of complex ecosystems that couple the behavior of users, content providers, advertisers, and other actors. Despite this, the focus of the majority of recommender research -- and most practical…

人工智能 · 计算机科学 2023-09-25 Craig Boutilier , Martin Mladenov , Guy Tennenholtz

There exist situations of decision-making under information overload in the Internet, where people have an overwhelming number of available options to choose from, e.g. products to buy in an e-commerce site, or restaurants to visit in a…

社会与信息网络 · 计算机科学 2021-01-14 Ivan Palomares , Carlos Porcel , Luiz Pizzato , Ido Guy , Enrique Herrera-Viedma

Climate change has been a popular topic for a number of years now. Computer Science has contributed to aiding humanity in reducing energy requirements and consequently global warming. Much of this work is through calculators which determine…

计算机与社会 · 计算机科学 2010-06-09 Matt Donato , Seng W. Loke

A successful response to climate change needs vast investments in low-carbon research, energy, and sustainable development. Governments can drive research, provide environmental regulation, and accelerate global development, but the…

物理与社会 · 物理学 2018-09-26 Anthony J. Webster

Searching for and making decisions about information is becoming increasingly difficult as the amount of information and number of choices increases. Recommendation systems help users find items of interest of a particular type, such as…

信息检索 · 计算机科学 2011-07-04 M. H. Goker , P. Langley , C. A. Thompson

Recommender system has become an inseparable part of online shopping and its usability is increasing with the advancement of these e-commerce sites. An effective and efficient recommender system benefits both the seller and the buyer…

信息检索 · 计算机科学 2020-12-02 Md Rifat Arefin , Minhas Kamal , Kishan Kumar Ganguly , Tarek Salah Uddin Mahmud

We propose a control-theoretic interpretation of recommender systems and use this perspective to analyze how fairness interventions shape long-term system behavior. Fairness concerns arise for both users and creators, ranging from opinion…

系统与控制 · 电气工程与系统科学 2026-05-05 Giulia De Pasquale , Sarah Dean , Paolo Frasca

Decision-makers run the risk of relying too much on machine recommendations, which is associated with lower cognitive engagement. Reflection has been shown to increase cognitive engagement and improve critical thinking and therefore…

人机交互 · 计算机科学 2025-11-04 Simon W. S. Fischer , Hanna Schraffenberger , Serge Thill , Pim Haselager

Conversational recommender systems offer the promise of interactive, engaging ways for users to find items they enjoy. We seek to improve conversational recommendation via three dimensions: 1) We aim to mimic a common mode of human…

计算与语言 · 计算机科学 2021-12-13 Shuyang Li , Bodhisattwa Prasad Majumder , Julian McAuley