CALL FOR PAPERS: ImpactRS 2019 Workshop
Workshop on the IMPACT of RECOMMENDER SYSTEMS with ACM RecSys 2019
Abstracts submission deadline: ***July 1, 2019***
Author notification: ***July 29, 2019***
Workshop date: ***September 19, 2019***
Workshop website: https://impactrs19.github.io/
Contact: [log in to unmask]
BACKGROUND AND SCOPE
Research in the area of recommender systems is largely focused on helping individual users finding items they are interested in. This is usually done by learning to rank the recommendable items based on their assumed relevance for each user. The implicit underlying goal of a such system is to affect users in different positive ways, e.g., by making their search and decision processes easier or by helping them discover new things.
Recommender systems can, however, also have other more directly-measurable impacts, e.g., such that go beyond the individual user or the short term influence. A recommender system on a news platform, for example, can lead to a shift in the reading patterns of the entire user base. Similarly, on e-commerce platforms, it has been shown that a recommender can induce significant changes in the purchase behavior of consumers, leading, for example, to generally higher sales diversity across the site. On the other hand, recommender systems usually serve certain business goals and can have an impact not only on the customers, e.g., by stimulating higher engagement on a media streaming platform or a social network, but also direct and indirect affect sales, revenue or conversion and churn rates.
With the proposed workshop, we pursue different goals.
* First, the workshop will serve as a platform where researchers can present their latest works in which they analyzed different forms of impact of recommenders.
* Second, the goal of the interactive session is to explore new ways how the impact of recommender systems can be measured within academic settings, i.e., were some impacts can only be analyzed based on simulations or alternative computational measures.
* Third, the workshop shall serve as an instrument to raise awareness in the community regarding the importance of impact-oriented research.
The topics of interest include, e.g.,
* Field studies on the impact and business value of recommender systems
* Offline evaluation protocols and measures to assess the impact or recommenders
* User studies on the effects of recommenders on users, e.g., on decision making
* Simulation-based approaches to impact assessment
* Price- and profit-awareness of recommender systems
* Network effects of recommender systems
* Multi-stakeholder recommender systems
* Beyond accuracy optimization methods for recommender systems (e.g., business metrics, user satisfaction)
* Long-term implications of deployed recommender systems
Submission types are long research papers reporting on complete research (8 pages plus references), short papers reporting on work in progress (4 pages plus references), and position papers (up to two pages). Submissions must be formatted according to the conference guidelines (ACM SIG Proceedings Template) and submitted via EasyChair.
The review process is single-blind, i.e., please include author names in the papers. All papers will be peer reviewed by the workshop's program committee.
Accepted papers will be published within formal proceedings at CEUR-WS.org.
- Paper submission deadline: July 1st, 2019
- Author notification: July 29th, 2019
- Camera-ready version deadline: August 27th,2019
- ImpactRS'19 Workshop: September 19th, 2019
- RecSys conference: September 16-20th, 2019
- Oren Sar Shalom (Intuit)
- Dietmar Jannach (University of Klagenfurt, Austria)
- Ido Guy (eBay Research)
If you have questions regarding the workshop, do not hesitate to contact the workshop chairs: [log in to unmask]
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