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Recommender Systems for Good (RS4Good): Survey of Use Cases and a Call to Action for Research that Matters
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/9780470743874openalex-snapshot
Methodology of Longitudinal Surveys
inferredcites →https://doi.org/10.1002/ett.4728openalex-snapshot
Developing smart city services using intent‐aware recommendation systems: A survey
inferredcites →https://doi.org/10.1007/11823865_6openalex-snapshot
Persuasive Online-Selling in Quality and Taste Domains
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Food Recommender Systems
inferredcites →https://doi.org/10.1007/978-1-4020-9827-7openalex-snapshot
Technology-Enhanced Learning
inferredcites →https://doi.org/10.1007/978-3-319-91244-8_45openalex-snapshot
What Drives the Perceived Credibility of Mobile Websites: Classical or Expressive Aesthetics?
inferredcites →https://doi.org/10.1007/978-3-642-13226-1_3openalex-snapshot
Behavior Change Support Systems: A Research Model and Agenda
inferredcites →https://doi.org/10.1007/978-3-642-32273-0_7openalex-snapshot
Recommender Systems in Computer Science and Information Systems – A Landscape of Research
inferredcites →https://doi.org/10.1007/978-981-19-7455-7_53openalex-snapshot
Machine Learning and Recommendation System in Agriculture: A Survey and Possible Extensions
inferredcites →https://doi.org/10.1007/s00146-021-01322-wopenalex-snapshot
Recommender systems for mental health apps: advantages and ethical challenges
inferredcites →https://doi.org/10.1007/s10462-015-9440-zopenalex-snapshot
Recommender systems in e-learning environments: a survey of the state-of-the-art and possible extensions
inferredcites →https://doi.org/10.1007/s10462-018-9655-xopenalex-snapshot
Shilling attacks against collaborative recommender systems: a review
inferredcites →https://doi.org/10.1007/s10639-022-11341-9openalex-snapshot
A systematic literature review on educational recommender systems for teaching and learning: research trends, limitations and opportunities
inferredcites →https://doi.org/10.1007/s10844-017-0469-0openalex-snapshot
An overview of recommender systems in the healthy food domain
inferredcites →https://doi.org/10.1007/s10844-020-00633-6openalex-snapshot
Recommender systems in the healthcare domain: state-of-the-art and research issues
inferredcites →https://doi.org/10.1007/s10844-024-00857-wopenalex-snapshot
Sports recommender systems: overview and research directions
inferredcites →https://doi.org/10.1007/s11135-017-0513-8openalex-snapshot
Research design: the methodology for interdisciplinary research framework
inferredcites →https://doi.org/10.1007/s11257-019-09246-3openalex-snapshot
A recommendation approach for user privacy preferences in the fitness domain
inferredcites →https://doi.org/10.1007/s11257-020-09277-1openalex-snapshot
Empirical analysis of session-based recommendation algorithms
inferredcites →https://doi.org/10.1007/s11257-021-09299-3openalex-snapshot
Recommendations for marathon runners: on the application of recommender systems and machine learning to support recreational marathon runners
inferredcites →https://doi.org/10.1007/s11257-023-09364-zopenalex-snapshot
Fairness in recommender systems: research landscape and future directions
inferredcites →https://doi.org/10.1007/s11257-024-09406-0openalex-snapshot
A survey on popularity bias in recommender systems
inferredcites →https://doi.org/10.1007/s42979-023-02537-yopenalex-snapshot
A Systematic Literature Review of Food Recommender Systems
inferredcites →https://doi.org/10.1007/s43681-021-00107-7openalex-snapshot
Towards responsible media recommendation
inferredcites →https://doi.org/10.1016/0004-3702(85)90067-0openalex-snapshot
Rule-based expert systems: The mycin experiments of the stanford heuristic programming project
inferredcites →https://doi.org/10.1016/0048-7333(79)90030-1openalex-snapshot
Frameworks for integrating interdisciplinary research
inferredcites →https://doi.org/10.1016/j.chbr.2020.100052openalex-snapshot
Digital nudging with recommender systems: Survey and future directions
inferredcites →https://doi.org/10.1016/j.eswa.2022.116972openalex-snapshot
Using consumer feedback from location-based services in PoI recommender systems for people with autism
inferredcites →https://doi.org/10.1016/j.eswa.2022.118823openalex-snapshot
A systematic review of healthcare recommender systems: Open issues, challenges, and techniques
inferredcites →https://doi.org/10.1016/j.is.2020.101545openalex-snapshot
Recommender systems for smart cities
inferredcites →https://doi.org/10.1016/j.smhl.2019.100083openalex-snapshot
IAMHAPPY: Towards an IoT knowledge-based cross-domain well-being recommendation system for everyday happiness
inferredcites →https://doi.org/10.1109/access.2024.3368058openalex-snapshot
Recommender System in Academic Choices of Higher Education: A Systematic Review
inferredcites →https://doi.org/10.1109/iccmc51019.2021.9418351openalex-snapshot
Crop Recommender System Using Machine Learning Approach
inferredcites →https://doi.org/10.1109/icedeg.2019.8734362openalex-snapshot
Health Recommender Systems: A State-of-the-Art Review
inferredcites →https://doi.org/10.1109/tifs.2017.2787986openalex-snapshot
Leveraging Content Sensitiveness and User Trustworthiness to Recommend Fine-Grained Privacy Settings for Social Image Sharing
inferredcites →https://doi.org/10.1109/tlt.2017.2740172openalex-snapshot
Review of Research on Student-Facing Learning Analytics Dashboards and Educational Recommender Systems
inferredcites →https://doi.org/10.1111/exsy.12143openalex-snapshot
Nutrition for Elder Care: a nutritional semantic recommender system for the elderly
inferredcites →https://doi.org/10.1111/ijmr.12016openalex-snapshot
The Organization of Interdisciplinary Research: Modes, Drivers and Barriers
inferredcites →https://doi.org/10.1111/j.1475-6773.2006.00621.xopenalex-snapshot
Defining Interdisciplinary Research: Conclusions from a Critical Review of the Literature
inferredcites →https://doi.org/10.1145/1645953.1646031openalex-snapshot
Improvements that don't add up
inferredcites →https://doi.org/10.1145/2457317.2457344openalex-snapshot
Monitoring and recommending privacy settings in social networks
inferredcites →https://doi.org/10.1145/2468356.2468624openalex-snapshot
Choice architecture for environmentally sustainable urban mobility
inferredcites →https://doi.org/10.1145/2507157openalex-snapshot
Proceedings of the 7th ACM conference on Recommender systems
inferredcites →https://doi.org/10.1145/2645710.2645737openalex-snapshot
User perception of differences in recommender algorithms
inferredcites →https://doi.org/10.1145/2645710.2645746openalex-snapshot
Comparative recommender system evaluation
inferredcites →https://doi.org/10.1145/2769493.2769559openalex-snapshot
Design of a lifestyle recommender system for the elderly
inferredcites →https://doi.org/10.1145/2792838.2800184openalex-snapshot
Predicting Online Performance of News Recommender Systems Through Richer Evaluation Metrics
inferredcites →https://doi.org/10.1145/2930238.2930251openalex-snapshot
Lifestyle Recommendations for Hypertension through Rasch-based Feasibility Modeling
inferredcites →https://doi.org/10.1145/2959100.2959189openalex-snapshot
Recommender Systems for Self-Actualization
inferredcites →https://doi.org/10.1145/3077136.3080826openalex-snapshot
Exploiting Food Choice Biases for Healthier Recipe Recommendation
inferredcites →https://doi.org/10.1145/3079452.3079500openalex-snapshot
Towards a Gamified Recommender System for the Elderly
inferredcites →https://doi.org/10.1145/3127325.3127330openalex-snapshot
Personalized recommendations in e-participation
inferredcites →https://doi.org/10.1145/3127325.3128331openalex-snapshot
Recommender systems for e-governance in smart cities
inferredcites →https://doi.org/10.1145/3298689.3347016openalex-snapshot
Personalized fairness-aware re-ranking for microlending
inferredcites →https://doi.org/10.1145/3301275.3302298openalex-snapshot
Rasch-based tailored goals for nutrition assistance systems
inferredcites →https://doi.org/10.1145/3313831.3376879openalex-snapshot
MUBS: A Personalized Recommender System for Behavioral Activation in Mental Health
inferredcites →https://doi.org/10.1145/3340631.3394864openalex-snapshot
Beyond Optimizing for Clicks: Incorporating Editorial Values in News Recommendation
inferredcites →https://doi.org/10.1145/3370082openalex-snapshot
Measuring the Business Value of Recommender Systems
inferredcites →https://doi.org/10.1145/3383313.3412244openalex-snapshot
Offline Contextual Multi-armed Bandits for Mobile Health Interventions: A Case Study on Emotion Regulation
inferredcites →https://doi.org/10.1145/3383313.3412251openalex-snapshot
Towards Safety and Sustainability: Designing Local Recommendations for Post-pandemic World
inferredcites →https://doi.org/10.1145/3383313.3412489openalex-snapshot
Are We Evaluating Rigorously? Benchmarking Recommendation for Reproducible Evaluation and Fair Comparison
inferredcites →https://doi.org/10.1145/3386392.3399570openalex-snapshot
Designing Recommender Systems for the Common Good
inferredcites →https://doi.org/10.1145/3422852.3423478openalex-snapshot
Personalized User Modelling for Sleep Insight
inferredcites →https://doi.org/10.1145/3434185openalex-snapshot
A Troubling Analysis of Reproducibility and Progress in Recommender Systems Research
inferredcites →https://doi.org/10.1145/3439729openalex-snapshot
A Survey on Adversarial Recommender Systems
inferredcites →https://doi.org/10.1145/3450614.3463389openalex-snapshot
Towards Personalized Social Recommendations for Cultural Heritage Activities
inferredcites →https://doi.org/10.1145/3460005openalex-snapshot
Promoting Energy-Efficient Behavior by Depicting Social Norms in a Recommender Interface
inferredcites →https://doi.org/10.1145/3460231.3474261openalex-snapshot
The Dual Echo Chamber: Modeling Social Media Polarization for Interventional Recommending
inferredcites →https://doi.org/10.1145/3490099.3511118openalex-snapshot
Recommendations as Challenges: Estimating Required Effort and User Ability for Health Behavior Change Recommendations
inferredcites →https://doi.org/10.1145/3503252.3531318openalex-snapshot
Evaluation of an Engagement-Aware Recommender System for People with Dementia
inferredcites →https://doi.org/10.1145/3511047.3536411openalex-snapshot
Using Recommender Systems to Help Revitalize Local News
inferredcites →https://doi.org/10.1145/3523227.3546772openalex-snapshot
Exploring the longitudinal effects of nudging on users’ music genre exploration behavior and listening preferences
inferredcites →https://doi.org/10.1145/3523227.3548486openalex-snapshot
Revisiting the Performance of iALS on Item Recommendation Benchmarks
inferredcites →https://doi.org/10.1145/3523227.3551476openalex-snapshot
Measuring Commonality in Recommendation of Cultural Content: Recommender Systems to Enhance Cultural Citizenship
inferredcites →https://doi.org/10.1145/3547333openalex-snapshot
A Survey on the Fairness of Recommender Systems
inferredcites →https://doi.org/10.1145/3563359.3597445openalex-snapshot
The Impact of Personalised Advertisement Campaigns on Tourist Choices in South Tyrol: A Sustainable Tourism Perspective
inferredcites →https://doi.org/10.1145/3564284openalex-snapshot
Bias and Debias in Recommender System: A Survey and Future Directions
inferredcites →https://doi.org/10.1145/3581641.3584032openalex-snapshot
Enabling Goal-Focused Exploration of Podcasts in Interactive Recommender Systems
inferredcites →https://doi.org/10.1145/3596519openalex-snapshot
A Systematic Study on Reproducibility of Reinforcement Learning in Recommendation Systems
inferredcites →https://doi.org/10.1145/3604915.3608839openalex-snapshot
Widespread Flaws in Offline Evaluation of Recommender Systems
inferredcites →https://doi.org/10.1145/3604915.3609487openalex-snapshot
The Effect of Third Party Implementations on Reproducibility
inferredcites →https://doi.org/10.1145/3608487openalex-snapshot
Assessing the Impact of Music Recommendation Diversity on Listeners: A Longitudinal Study
inferredcites →https://doi.org/10.1145/3625252openalex-snapshot
Leveraging Professional Ethics for Responsible AI
inferredcites →https://doi.org/10.1145/3632297openalex-snapshot
Building Human Values into Recommender Systems: An Interdisciplinary Synthesis
inferredcites →https://doi.org/10.1145/3640457.3688029openalex-snapshot
Why the Shooting in the Dark Method Dominates Recommender Systems Practice
inferredcites →https://doi.org/10.1145/3640457.3688073openalex-snapshot
Revisiting BPR: A Replicability Study of a Common Recommender System Baseline
inferredcites →https://doi.org/10.1145/3640457.3688074openalex-snapshot
From Clicks to Carbon: The Environmental Toll of Recommender Systems
inferredcites →https://doi.org/10.1145/3654805openalex-snapshot
Where Are the Values? A Systematic Literature Review on News Recommender Systems
inferredcites →https://doi.org/10.1145/3700890openalex-snapshot
A Survey on Intent-aware Recommender Systems
inferredcites →https://doi.org/10.1145/587078.587096openalex-snapshot
On the recommending of citations for research papers
inferredcites →https://doi.org/10.1145/952991.804747openalex-snapshot
Computer science as an interdisciplinary study
inferredcites →https://doi.org/10.1159/000330228openalex-snapshot
An Overview of Longitudinal Data Analysis Methods for Neurological Research
inferredcites →https://doi.org/10.1161/circulationaha.107.714618openalex-snapshot
A Primer in Longitudinal Data Analysis
inferredcites →https://doi.org/10.1177/2055207618824727openalex-snapshot
How recommender systems could support and enhance computer-tailored digital health programs: A scoping review
inferredcites →https://doi.org/10.14742/apubs.2010.2006openalex-snapshot
Technology enhanced learning
inferredcites →https://doi.org/10.1561/1500000066openalex-snapshot
Explainable Recommendation: A Survey and New Perspectives
inferredcites →https://doi.org/10.1561/1500000079openalex-snapshot
Fairness in Information Access Systems
inferredcites →https://doi.org/10.1609/aimag.v30i2.2239openalex-snapshot
SmartChoice: An Online Recommender System to Support Low‐Income Families in Public School Choice
inferredcites →https://doi.org/10.1609/aimag.v42i3.18140openalex-snapshot
Deep learning for recommender systems: A Netflix case study
inferredcites →https://doi.org/10.2196/18035openalex-snapshot
Health Recommender Systems: Systematic Review
inferredcites →https://doi.org/10.3389/fdata.2023.1284511openalex-snapshot
Recommender systems for sustainability: overview and research issues
inferredcites →https://doi.org/10.3390/app12199712openalex-snapshot
Interdisciplinary IoT and Emotion Knowledge Graph-Based Recommendation System to Boost Mental Health
inferredcites →https://doi.org/10.3390/electronics10141611openalex-snapshot
Recommendation Systems for Education: Systematic Review
inferredcites →https://doi.org/10.3390/s18082674openalex-snapshot
Machine Learning in Agriculture: A Review
inferredcites →https://doi.org/10.48550/arxiv.2301.09976openalex-snapshot
Bridging Systems: Open Problems for Countering Destructive Divisiveness across Ranking, Recommenders, and Governance
inferredcites →https://doi.org/10.5210/fm.v27i5.12604openalex-snapshot
Designing recommender systems to depolarize
inferredcites →https://doi.org/10.5772/intechopen.68580openalex-snapshot
Computer Science Education and Interdisciplinarity
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1007/978-3-032-13342-7_11openalex-snapshot
Early Explorations of Recommender Systems for Physical Activity and Well-Being
inferred← citeshttps://doi.org/10.1007/978-3-032-13342-7_2openalex-snapshot
Sustainability Evaluation Metrics for Recommender Systems
inferred← citeshttps://doi.org/10.1007/978-3-032-13342-7_3openalex-snapshot
Towards Greener Choices: Decision Information Nudging for Sustainability-Aware Recommender Explanations
inferred← citeshttps://doi.org/10.1007/978-3-032-21324-2_28openalex-snapshot
From Engagement to Empowerment: A Capability-Theoretic Rethinking of Recommender Systems
inferred← citeshttps://doi.org/10.1007/s10844-026-01045-8openalex-snapshot
Sustainability-aware evaluation metrics for recommender systems
inferred← citeshttps://doi.org/10.1007/s10844-026-01091-2openalex-snapshot
Special Issue: Recommender systems for sustainability
inferred← citeshttps://doi.org/10.1080/0144929x.2026.2714166openalex-snapshot
Breaking the loop: a human-centred vision for information retrieval systems that serve all users
inferred← citeshttps://doi.org/10.1145/3726302.3730347openalex-snapshot
From Query to Conscience: The Importance of Information Retrieval in Empowering Socially Responsible Consumerism
inferred← citeshttps://doi.org/10.1145/3768626openalex-snapshot
Green Recommender Systems: Understanding and Minimizing the Carbon Footprint of AI-Powered Personalization
inferred← citeshttps://doi.org/10.1145/3773037openalex-snapshot
From Good Intentions to Meaningful Impact: A Design Justice Approach for News Recommendation
inferred← citeshttps://doi.org/10.1145/3773077.3806115openalex-snapshot
A Seat at The Table: Teen Experiences and Perceptions of Social Media Recommendation Algorithms
inferred← citeshttps://doi.org/10.1145/3773078.3831844openalex-snapshot
Personalised Drug Recommender Systems based on Electronic Health Records: Reproducibility and External Validity
inferred← citeshttps://doi.org/10.1145/3773078.3841277openalex-snapshot
When Should Recommender Systems Not Act?
inferred← citeshttps://doi.org/10.1145/3774935.3802527openalex-snapshot
Inferential and Causal Principles for Better Understanding Interactive Systems.
inferred← citeshttps://doi.org/10.1145/3786304.3787877openalex-snapshot
Rare but Respected: Sustainable Intent in Online Product Search
inferred← citeshttps://doi.org/10.1145/3800587openalex-snapshot
Improving Methodological Standards in Recommender Systems Offline Evaluation
inferred← citeshttps://doi.org/10.1145/3805712.3808546openalex-snapshot
Towards Inclusive Retrieval-Augmented Generation: Challenges and Opportunities for Cognitively Impaired Users
inferred← citeshttps://doi.org/10.1145/3805712.3808646openalex-snapshot
LLM Personalization: Foundations, Breakthroughs, and Frontiers
inferred← citeshttps://doi.org/10.1145/3816030openalex-snapshot
Introduction to the Special Issue on Recommender Systems for Good
inferred← citeshttps://doi.org/10.1145/3827915openalex-snapshot
Recommender Systems in Industry: Applications, Challenges, and the Academia-Industry Gap
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