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Due to the opacity of machine learning technology, there is a need for explainability and fairness in the decision support systems used in public or private organizations. Although the criteria for appropriate explanations and fair…

Computers and Society · Computer Science 2023-08-03 Yuri Nakao , Takuya Yokota

Sustainable innovation requires in-time development, diversification and transformation of business models from one to another. Business model innovation, development and transformation for sustainability incorporates economic,…

Social and Information Networks · Computer Science 2021-03-31 Iqra Sadaf Khan , Jukka Majava

The significance and abundance of data are increasing due to the growing digital data generated from social media, sensors, scholarly literature, patents, different forms of documents published online, databases, product manuals, etc.…

Machine Learning · Computer Science 2022-05-23 Workneh Yilma Ayele

Maker culture and DIY practices are central to democratizing the design of technology; enabling non-designers (future end-users) to actively participate in the design process. However, little is known about how individuals from…

Human-Computer Interaction · Computer Science 2023-02-22 Dhaval Vyas , Awais Hameed Khan , Anabelle Cooper

Algorithmic decision-support systems, i.e., recommender systems, are popular digital tools that help tourists decide which places and attractions to explore. However, algorithms often unintentionally direct tourist streams in a way that…

Information Retrieval · Computer Science 2025-08-29 Peter Muellner , Anna Schreuer , Simone Kopeinik , Bernhard Wieser , Dominik Kowald

Optimizing outcomes for multiple stakeholders in recommender systems has historically focused on algorithmic interventions, such as developing multi-objective models or re-ranking results from existing algorithms. However, structural…

Information Retrieval · Computer Science 2026-04-24 Anas Buhayh , Elizabeth McKinnie , Clement Canel , Robin Burke

Increasing demands for fact-checking has led to a growing interest in developing systems and tools to automate the fact-checking process. However, such systems are limited in practice because their system design often does not take into…

Human-Computer Interaction · Computer Science 2022-05-24 Prerna Juneja , Tanushree Mitra

This paper presents the first multistakeholder approach for translating diverse stakeholder values into an evaluation metric setup for Recommender Systems (RecSys) in digital archives. While commercial platforms mainly rely on engagement…

Information Retrieval · Computer Science 2025-07-17 Florian Atzenhofer-Baumgartner , Georg Vogeler , Dominik Kowald

Educators are more than workers within educational systems; they are stewards of educational systems. They must analyze student performance data, identify patterns that inform targeted interventions and personalized learning plans,…

The number, importance, and popularity of rankings measuring innovation performance and the strength and resources of ecosystems that provide its spatial framework are on an increasing trend globally. In addition to influencing the specific…

Digital Libraries · Computer Science 2021-12-23 Attila Lajos Makai

Involving people in energy systems planning can increase the legitimacy and socio-political feasibility of energy transitions. Participatory research in energy modelling offers the opportunity to engage with stakeholders in a comprehensive…

Computers and Society · Computer Science 2026-04-14 Oskar Vågerö , Koen van Greevenbroek , Aleksander Grochowicz , Maximilian Roithner

With the art and practice of government policy-making, public work, and citizen participation, many governments adopt information and communication technologies (ICT) as a vehicle to facilitate their relationship with citizens. This…

Computers and Society · Computer Science 2019-03-20 Sourav Mukherjee

Decision support tools enable improved decision-making for challenging decision problems by empowering stakeholders to process, analyze, visualize, and otherwise make sense of a variety of key factors. Their intentional design is a critical…

Computers and Society · Computer Science 2021-11-12 Narges Ahani , Andrew C. Trapp

Models on innovation, for the most part, do not include a comprehensive and end-to-end view. Most innovation policy attention seems to be focused on the capacity to innovate and on input factors such as R&D investment, scientific…

General Economics · Economics 2021-06-30 Robert M Yawson

Understanding stakeholder needs is essential for project success, as stakeholder importance varies across projects. This study proposes a framework for early stakeholder identification and continuous engagement throughout the project…

Software Engineering · Computer Science 2024-09-10 Ahmed Abdulaziz Alnhari , Rizwan Qureshi

As testified by new regulations like the European AI Act, worries about the human and societal impact of (autonomous) software technologies are becoming of public concern. Human, societal, and environmental values, alongside traditional…

Software Engineering · Computer Science 2024-12-30 Marco Autili , Martina De Sanctis , Paola Inverardi , Patrizio Pelliccione

Given that there are a variety of stakeholders involved in, and affected by, decisions from machine learning (ML) models, it is important to consider that different stakeholders have different transparency needs. Previous work found that…

Human-Computer Interaction · Computer Science 2021-06-02 Ana Lucic , Madhulika Srikumar , Umang Bhatt , Alice Xiang , Ankur Taly , Q. Vera Liao , Maarten de Rijke

Requirements engineers should strive to get a better insight into decision making processes. During elicitation of requirements, decision making influences how stakeholders communicate with engineers, thereby affecting the engineers'…

Software Engineering · Computer Science 2012-10-30 Corentin Burnay , Ivan Jureta , Stéphane Faulkner

[Context and motivation] Ecosystems developed as Open Source Software (OSS) are considered to be highly innovative and reactive to new market trends due to their openness and wide-ranging contributor base. Participation in OSS often implies…

Software Engineering · Computer Science 2022-08-05 Johan Linåker , Patrick Rempel , Björn Regnell , Patrick Mäder

Conventional automated decision-support systems often prioritize predictive accuracy, overlooking the complexities of real-world settings where stakeholders' preferences may diverge or conflict. This can lead to outcomes that disadvantage…

Machine Learning · Computer Science 2025-11-25 Vittoria Vineis , Giuseppe Perelli , Gabriele Tolomei
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