While substantial advances have been made in recommender systems - both in general and for news - using datasets, offline analyses, and one-shot experiments, longitudinal studies of real users remain the gold standard, and the only way to effectively measure the impact of recommender system designs (algorithmic and otherwise) on long-term user experience and behavior. While such infrastructure exists for studies within some individual organizations, the extensive cost and effort to build the systems, content streams, and user base make it prohibitive for most researchers to conduct such studies. We propose to develop shared research infrastructure for the research community, and have received funding to gather community input on requirements, resources, and research goals for such an infrastructure. If the full infrastructure proposal is funded, it would result in recruiting a community of thousands of users who agree to use a news delivery application within which various researchers would be install and conduct experiments. In this short paper we outline what we have heard and learned so far and present a set of questions to be directed to INRA attendees to gather their feedback at the workshop.
|Original language||English (US)|
|Number of pages||4|
|Journal||CEUR Workshop Proceedings|
|State||Published - 2021|
|Event||9th International Workshop on News Recommendation and Analytics, INRA 2021 - Amsterdam, Netherlands|
Duration: Sep 27 2021 → …
Bibliographical noteFunding Information:
We have received a planning grant from the US National Science Foundation (grant CNS-2016397) to gather community input and establish feasibility and plans for this infrastructure. We have conducted initial consultations at an advertised open gathering at RecSys 2020 and through email solicitations for research questions that researchers would wish to address using the infrastructure. While NSF support is primarily focused on supporting US researchers, we recognize that successful design (and in some cases key questions) require a broader international perspective. Request for Input. We have brought this work to INRA with the goal of gathering input from both prospective users of this infrastructure and prospective partners in its construction and/or operation. While we are eager to receive input on a wide range of issues, there are five key questions that we hope will guide most of the input. We welcome input both at INRA and out-of-band (including by email to any of the authors or to the email list email@example.com).
© 2021 Copyright for this paper by its authors.
- News Recommendation
- Recommender Systems
- Research Infrastructure