posted by organizer: sarshalom || 398 views || tracked by 3 users: [display]

ImpactRS 2019 : Workshop on the Impact of Recommender Systems

FacebookTwitterLinkedInGoogle

Link: https://impactrs19.github.io/
 
When Sep 19, 2019 - Sep 19, 2019
Where Copenhagen, Denmark
Submission Deadline Jul 1, 2019
Notification Due Jul 29, 2019
Final Version Due Aug 27, 2019
Categories    recommender systems   online evaluation   offline evaluation   business metrics
 

Call For Papers

Research in the area of recommender systems is largely focused on helping individual users finding items they are interested in.

Recommender systems can have broad 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. 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.

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

Related Resources

RecSys 2019   13th ACM Conference on Recommender Systems
UMUAI FatRec 2019   UMUAI Special issue on: Fair, Accountable, and Transparent Recommender Systems
INRA 2019   7th International Workshop on News Recommendation and Analytics
RecNLP 2019   The AAAI 2019 Workshop on Recommender Systems and Natural Language Processing
UMAP 2019   User Modeling, Adaptation, and Personalization
SDM 2019   MLRec 2019 : 5th International Workshop on Machine Learning Methods for Recommender Systems
RSBD on ICDE 2019   ICDE'19 Workshop on Recommender Systems with Big Data
NSDI 2020   The 17th USENIX Symposium on Networked Systems Design and Implementation
EuroSys 2020   European Conference on Computer Systems
CRYBLOCK 2019   INFOCOM Workshop - 2nd Workshop on Cryptocurrencies and Blockchains for Distributed Systems (CryBlock 2019)