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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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2021

Investigating the Impact of Recommender Systems on User-based and Item-based Popularity Bias Journal Article

Elahi, Mehdi, Danial Khosh Kholgh, Mohammad Sina Kiarostami, Sorush Saghari, Shiva Parsa Rad,; Marko Tkalčič.

Information Processing & Management, 58 (5), 2021.

BibTeX | Tags: WP2: User Modeling Personalization and Engagement

The Cholesterol Factor: Balancing Accuracy and Health in Recipe Recommendation Through a Nutrient-Specific Metric. Proceeding Forthcoming

Alain Starke; Christoph Trattner; H. Bakken; M. Johannessen; V. Solberg

Forthcoming.

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

Recommending Videos in Cold Start With Automatic Visual Tags Proceeding

Mehdi Elahi; Farshad B. Moghaddam; Reza Hosseini; Mohammad Hossein Rimaz; Nabil El Ioini; Marko Tkalcic; Christoph Trattner; Tammam Tillo

29th Conference on User Modeling, Adaptation and Personalization conference (UMAP 2021) Utrecht, the Netherlands, 2021.

Abstract | BibTeX | Tags: Cold Start, New, Recommender systems, Visual features, Visual tags, WP2: User Modeling Personalization and Engagement | Links:

Beyond Algorithmic Fairness in Recommender Systems Proceeding

Mehdi Elahi; Himan Abdollahpouri; Masoud Mansoury; Helma Torkamaan

Association for Computing Machinery, New York, NY United States, 2021, ISBN: 978-1-4503-8366-0.

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

Exploring the Effects of Natural Language Justifications in Food Recommender Systems Proceeding

Cataldo Musto; Alain D. Starke; Christoph Trattner; Amon Rapp; Giovanni Semeraro

Association for Computing Machinery, New York, NY United States, 2021, ISBN: 978-1-4503-8366-0.

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

Nudging Healthy Choices in Food Search Through Visual Attractiveness Journal Article

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

(April 2021), pp. 1-18, 2021.

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

How The Public Understands News Media Trust: An Open-ended Approach Journal Article

Erik Knudsen; Stefan Dahlberg; Magnus H Iversen; Mikael P Johannesson; Silje Nygaard

Journalism, (April 2021), pp. 1-17, 2021.

Abstract | BibTeX | Tags: Bias, Credibility, ideology, open-ended survey question, structural topic model, trust in media, WP1: Understanding Media Experiences, WP2: User Modeling Personalization and Engagement | Links:

2020

The complexity landscape of outcome determination in judgment aggregation Journal Article

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

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

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

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

Naieme Hazrati; Mehdi Elahi

Expert Systems, 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:

Measuring Recommendation Explanation Quality: The Conflicting Goals of Explanations Conference

Krisztian Balog; Filip Radlinski

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:

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

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

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

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

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

Ingrid Nunes; Dietmar Jannach

User-Modeling and User-Adapted Interaction, 27 (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:

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

Helle Sjøvaag; Thomas Owren; Turid Borgen

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:

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

Shuo Zhang; Krisztian Balog

ACM Transactions on Intelligent Systems and Technology (TIST), 11 (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

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

Maurizio Ferrari Dacrema; Paolo Cremonesi; Dietmar Jannach

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:

Answer set programming for judgment aggregation Conference

Ronald de Haan; Marija Slavkovik

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:

Transparent, Scrutable and Explainable User Models for Personalized Recommendation Conference

Krisztian Balog; Filip Radlinski; Shushan Arakelyan

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:

Journalism between the state and the market Book

Helle Sjøvaag

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

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

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

Beishui Liao; Marija Slavkovik; Leendert van der Torre

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

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

Helle Sjøvaag; Truls André Pedersen; Thomas Owren

Media, Culture & Society, 46 (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:

On the distinction between implicit and explicit ethical agency Conference

Sjur Dyrkolbotn; Truls Pedersen; Marija Slavkovik

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:

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

Helle Sjøvaag; Truls André Pedersen

Journalism & Mass Communication Quarterly, 96 (1), pp. 215-238, 2018, (Pre SFI).

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

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

Helle Sjøvaag; Eirik Stavelin; Michael Karlsson; Aske Kammer

Digital Journalism, 7 (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:

Evaluation of Session-based Recommendation Algorithms Journal Article

Malte Ludewig; Dietmar Jannach

User-Modeling and User-Adapted Interaction, 28 (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:

Sequence-Aware Recommender Systems Journal Article

Massimo Quadrana; Paolo Cremonesi; Dietmar Jannach

ACM Computing Surveys, 51 (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:

Ad Hoc Table Retrieval using Semantic Similarity Conference

Shuo Zhang; Krisztian Balog

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:

Entity-Oriented Search Book

Krisztian Balog

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

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

2017

Exploring the semantic gap for movie recommendations Conference

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

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

Recommender Systems - Beyond Matrix Completion Journal Article

Dietmar Jannach; Alexander Tuzhilin; Markus Zanker

Communications of the ACM, 59 (11), pp. 94-102, 2016, (Pre SFI).

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

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

Mehdi Elahi; Francesco Ricci; Neil Rubens

Computer Science Review, 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:

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

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

User Modeling and User-Adapted Interaction, 26 (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

Active learning in recommender systems Book Chapter

Neil Rubens; Mehdi Elahi; Masashi Sugiyama; Dain Kaplan

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

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

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BibTeX | Tags: WP2: User Modeling Personalization and Engagement