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Publications from 2020 and before are not direct results of the SFI MediaFutures, but are key results from our team members working on related topics in MediaFutures.

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2023

Erik Knudsen; Alain D. Starke; Christoph Trattner

Topical Preference Trumps Other Features in News Recommendation: A Conjoint Analysis on a Representative Sample from Norway Conference

Association for Computing Machinery (ACM) RecSys ’23, 2023.

BibTeX | Tags: WP1: Understanding Media Experiences, WP2: User Modeling Personalization and Engagement | Links:

Khadiga Seddik; Erik Knudsen; Damian Trilling; Christoph Trattner

Understanding How News Recommender Systems Influence Selective Exposure Conference

Association for Computing Machinery (ACM) RecSys ’23, 2023.

BibTeX | Tags: WP1: Understanding Media Experiences, WP2: User Modeling Personalization and Engagement | Links:

Anastasiia Klimashevskaia; Mehdi Elahi; Dietmar Jannach; Lars Skjærven; Astrid Tessem; Christoph Trattner

Evaluating The Effects of Calibrated Popularity Bias Mitigation: A Field Study Conference

Association for Computing Machinery (ACM) RecSys ’23, 2023.

BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Ayoub El Majjodi; Alain D. Starke; Christoph Trattner

The Interplay between Food Knowledge, Nudges, and Preference Elicitation Methods Determines the Evaluation of a Recipe Recommender System Conference

Association for Computing Machinery (ACM) RecSys ’23, 2023.

BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Alain Starke; Kimia Emami; Andrea Makarová; Bruce Ferwerda

Using Visual and Linguistic Framing to Support Sustainable Decisions in an Online Store Conference

Association for Computing Machinery (ACM) RecSys ’23,, 2023.

BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Jia Hua Jeng; Alain D. Starke; Christoph Trattner

Towards Attitudinal Change in News Recommender Systems: A Pilot Study on Climate Change Workshop

2023.

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

2022

Ayoub El Majjodi; Alain D. Starke; Christoph Trattner

Nudging Towards Health? Examining the Merits of Nutrition Labels and Personalization in a Recipe Recommender System Conference

Nudging Towards Health? Examining the Merits of Nutrition Labels and Personalization in a Recipe Recommender System, 2022.

Abstract | BibTeX | Tags: New, WP2: User Modeling Personalization and Engagement | Links:

Mehdi Elahi; Alain D. Starke; Nabil El Ioini; Anna Alexander Lambrix; Christoph Trattner

Developing and Evaluating a University Recommender System Journal Article

In: Frontiers in Artificial Intelligence , 2022.

Abstract | BibTeX | Tags: New, WP2: User Modeling Personalization and Engagement | Links:

2021

Alain D. Starke; Martijn C. Willemsen; Christoph Trattner

Nudging Healthy Choices in Food Search Through Visual Attractiveness Journal Article

In: no. April 2021, pp. 1-18, 2021.

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

2020

Ulle Endriss; Ronald de Haan; Jerôme Lang; Marija Slavkovik

The complexity landscape of outcome determination in judgment aggregation Journal Article

In: Journal of Artificial Intelligence Research, vol. 69, pp. 687–731, 2020, (Pre SFI).

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Naieme Hazrati; Mehdi Elahi

Addressing the New Item problem in video recommender systems by incorporation of visual features with restricted Boltzmann machines. Journal Article

In: Expert Systems, vol. e12645, pp. 1-20, 2020, (Pre SFI).

Abstract | BibTeX | Tags: Cold Start, Multimedia, New Item, Recommender systems, Visually Aware, WP2: User Modeling Personalization and Engagement | Links:

Krisztian Balog; Filip Radlinski

Measuring Recommendation Explanation Quality: The Conflicting Goals of Explanations Conference

Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '20), New York, 2020, (Pre SFI).

Abstract | BibTeX | Tags: HCI design and evaluation methods, Human-centered computing, Information Systems, Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

Than Htut Soe; Oda Elise Nordberg; Frode Guribye; Marija Slavkovik

Circumvention by design - dark patterns in cookie consents for online news outlets Conference

Proceedings of the 11th Nordic Conference on Human-Computer Interaction, 2020, (Pre SFI).

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Ingrid Nunes; Dietmar Jannach

A Systematic Review and Taxonomy of Explanations in Decision Support and Recommender Systems Journal Article

In: User-Modeling and User-Adapted Interaction, vol. 27, no. 3-5, pp. 393-444, 2020, (Pre SFI).

Abstract | BibTeX | Tags: Artificial Intelligence, Decision Support System, Expert System, Explanation, Knowledge-based system, Machine Learning, Recommender systems, Systematic review, Trust, WP2: User Modeling Personalization and Engagement | Links:

Helle Sjøvaag; Thomas Owren; Turid Borgen

Strategic and Organisational fit in Corporate News Markets: A Principal-agent Approach to Studying Newspaper Mergers Journal Article

In: Journalism Practice, pp. 1-18, 2020, (Pre SFI).

Abstract | BibTeX | Tags: Agency Theory, Editor in chief, Local journalism, Media ownership, Mergers and acqusitions, News markets, News organisations, Newspaper chains, WP2: User Modeling Personalization and Engagement | Links:

Shuo Zhang; Krisztian Balog

Web Table Extraction, Retrieval, and Augmentation: A Survey Journal Article

In: ACM Transactions on Intelligent Systems and Technology (TIST), vol. 11, no. 2, pp. 1-35, 2020, (Pre SFI).

Abstract | BibTeX | Tags: Table augmentation, Table extraction, Table interpretation, Table mining, Table retrieval, Table search, WP2: User Modeling Personalization and Engagement | Links:

2019

Maurizio Ferrari Dacrema; Paolo Cremonesi; Dietmar Jannach

Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches Conference

Proceedings of the 2019 ACM Conference on Recommender Systems (RecSys 2019), Copenhagen, 2019, (Pre SFI).

Abstract | BibTeX | Tags: Collaborative filtering, General and referance, Information Systems, Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

Ronald de Haan; Marija Slavkovik

Answer set programming for judgment aggregation Conference

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, International Joint Conferences on Artificial Intelligence, 2019, (Pre SFI).

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

Krisztian Balog; Filip Radlinski; Shushan Arakelyan

Transparent, Scrutable and Explainable User Models for Personalized Recommendation Conference

Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR’19), 2019, (Pre SFI).

Abstract | BibTeX | Tags: Explainability, Recommendations, Scrutability, Transparency, WP2: User Modeling Personalization and Engagement | Links:

Helle Sjøvaag

Journalism between the state and the market Book

Routledge, New York, 2019, ISBN: 9781138543348, (Pre SFI).

Abstract | BibTeX | Tags: Journalism, Market, WP2: User Modeling Personalization and Engagement | Links:

Beishui Liao; Marija Slavkovik; Leendert van der Torre

Building Jiminy Cricket: An architecture for moral agreements among stakeholders Conference

Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, 2019, (Pre SFI).

Abstract | BibTeX | Tags: Artificial Intelligence, WP2: User Modeling Personalization and Engagement | Links:

2018

Helle Sjøvaag; Truls André Pedersen; Thomas Owren

Is public service broadcasting a threat to commercial media? Journal Article

In: Media, Culture & Society, vol. 46, no. 1, pp. 808-827, 2018, (Pre SFI).

Abstract | BibTeX | Tags: Commercial media, Content analysis, Latent Dirichlet allocationand Engagement, Media Diversity, Media Policy, Online news, Publice Service Broadcasting, WP2: User Modeling Personalization and Engagement | Links:

Sjur Dyrkolbotn; Truls Pedersen; Marija Slavkovik

On the distinction between implicit and explicit ethical agency Conference

Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society (AIES '18), 2018, (Pre SFI).

Abstract | BibTeX | Tags: Agency, Artificial Intelligence, Autonomy, Epistemology, Ethics, WP2: User Modeling Personalization and Engagement | Links:

Helle Sjøvaag; Truls André Pedersen

Female voices in the news: Structural conditions of gender representations in Norwegian newspapers Journal Article

In: Journalism & Mass Communication Quarterly, vol. 96, no. 1, pp. 215-238, 2018, (Pre SFI).

Abstract | BibTeX | Tags: Computional content analysis, Diversity, Gender, Media structures, WP2: User Modeling Personalization and Engagement | Links:

Helle Sjøvaag; Eirik Stavelin; Michael Karlsson; Aske Kammer

The hyperlinked Scandinavian news ecology: The unequal terms forged by the structural properties of digitalisation Journal Article

In: Digital Journalism, vol. 7, no. 4, pp. 507-531, 2018, (Pre SFI).

Abstract | BibTeX | Tags: Digital News Ecology, Hyperlinks, Media ownership, Network analysis, News geographies, WP2: User Modeling Personalization and Engagement | Links:

Malte Ludewig; Dietmar Jannach

Evaluation of Session-based Recommendation Algorithms Journal Article

In: User-Modeling and User-Adapted Interaction, vol. 28, no. 4-5, pp. 331-390, 2018, (Pre SFI).

Abstract | BibTeX | Tags: Evaluation, General and referance, Information Systems, Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

Massimo Quadrana; Paolo Cremonesi; Dietmar Jannach

Sequence-Aware Recommender Systems Journal Article

In: ACM Computing Surveys, vol. 51, no. 4, pp. 1-35, 2018, (Pre SFI).

Abstract | BibTeX | Tags: Collaborative filtering, Computing Methodology, Information Systems, Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

Shuo Zhang; Krisztian Balog

Ad Hoc Table Retrieval using Semantic Similarity Conference

Proceedings of The Web Conference 2018 (WWW’18), 2018, (Pre SFI).

Abstract | BibTeX | Tags: Semantic matching, Semantic representations, Semantic similarity, Table retrieval, Table search, WP2: User Modeling Personalization and Engagement | Links:

Krisztian Balog

Entity-Oriented Search Book

1, Springer, 2018, ISBN: 978-3-319-93935-3, (Pre SFI).

Abstract | BibTeX | Tags: WP2: User Modeling Personalization and Engagement | Links:

2017

Mehdi Elahi; Yashar Deldjoo; Farshad Bakhshandegan Moghaddam; Leonardo Cella; Stefano Cerada; Paolo Cremonesi

Exploring the semantic gap for movie recommendations Conference

Proceedings of the Eleventh ACM Conference on Recommender Systems, Association for Computing Machinery New York, 2017, (Pre SFI).

Abstract | BibTeX | Tags: Information Systems, Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

2016

Dietmar Jannach; Alexander Tuzhilin; Markus Zanker

Recommender Systems - Beyond Matrix Completion Journal Article

In: Communications of the ACM, vol. 59, no. 11, pp. 94-102, 2016, (Pre SFI).

Abstract | BibTeX | Tags: Recommender systems, WP2: User Modeling Personalization and Engagement | Links:

Mehdi Elahi; Francesco Ricci; Neil Rubens

A survey of active learning in collaborative filtering recommender systems Journal Article

In: Computer Science Review, vol. 20, pp. 29-50, 2016, (Pre SFI).

Abstract | BibTeX | Tags: Active Learning, Cold Start, Collaborative filtering, New Start, New User, Preference Elicitation, Rating Elicitation, Recommender system, WP2: User Modeling Personalization and Engagement | Links:

Ignacio Fernandez Tobias; Matthias Braunhofer; Mehdi Elahi; Francesco Ricci; Ivan Cantador

Alleviating the new user problem in collaborative filtering by exploiting personality information Journal Article

In: User Modeling and User-Adapted Interaction, vol. 26, no. 2-3, pp. 221-255, 2016, (Pre SFI).

Abstract | BibTeX | Tags: Active Learning, Cold-start, Collaborative filtering, Cross-domain, Recommender systems, User Personality, WP2: User Modeling Personalization and Engagement | Links:

2015

Neil Rubens; Mehdi Elahi; Masashi Sugiyama; Dain Kaplan

Active learning in recommender systems Book Chapter

In: Ricci, Francesco; Rokach, Lior; Shapira, Bracha (Ed.): pp. 809-846, Springer, 2015, ISBN: 978-1-4899-7637-6, (Pre SFI).

Abstract | BibTeX | Tags: Recommender system, WP2: User Modeling Personalization and Engagement | Links:

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Himan Abdollahpouri; Mehdi Elahi; Masoud Mansoury; Shaghayegh Sahebi; Zahra Nazari; Allison Chaney; Babak Loni

MORS 2021: 1st Workshop on Multi-Objective Recommender Systems. Proceedings

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BibTeX | Tags: WP2: User Modeling Personalization and Engagement