------------------ 1st Call for Papers - RUE 2012 ------------------
International ACM RecSys Workshop on
Recommendation Utility Evaluation: Beyond RMSE - RUE 2012
Dublin, Ireland, 9 September 2012
--------------------------------------------------------------------
* Submission deadline: 8 June 2012 *
Scope
-----
Measuring the error in rating value prediction has been by far the dominant evaluation methodology in the Recommender Systems literature. Yet there seems to be a general consensus that this criterion alone is far from being enough to assess the practical effectiveness of a recommender system in matching user needs. The end users of recommendations receive lists of items rather than rating values, whereby recommendation accuracy metrics -as surrogates of the evaluated task- should target the quality of the item selection, rather than the numeric system scores that determine this selection. Gaps in the adoption of ranking evaluation methodologies (e.g. IR metrics) result in methodological divergences though, which hinder the interpretation and comparability of empirical observations by different authors.
On the other hand, accuracy is only one among several relevant dimensions of recommendation effectiveness. Novelty and diversity, for instance, have been recognized as key aspects of recommendation utility in many application domains. From the business point of view, the value added by recommendation can be measured more directly in terms of clickthrough, conversion rate, order size, returning customers, increased revenue, etc. Furthermore, web portals and social networks commonly face multiple objective optimization problems related to user engagement, requiring appropriate evaluation methodologies for optimizing along the entire recommendation funnel. Other potentially relevant dimensions of effective recommendations for consumers and providers include confidence, coverage, risk, cost, robustness, etc.
While the need for further extension, formalization, clarification and standardization of evaluation methodologies is recognized in the community, this need is still unmet for a large extent. When engaging in evaluation work, researchers and practitioners are still often faced with experimental design questions for which there are currently not always precise and consensual answers. RUE 2012 aims to gather researchers and practitioners interested in developing better, clearer, and/or more complete evaluation methodologies for recommender systems -or just seeking clear guidelines for their experimental needs. The workshop aims to provide an informal setting for exchanging and discussing ideas, sharing experiences and viewpoints, seeking to advance in the consolidation and convergence of experimental methods and practice.
Topics
------
We invite the submission of papers reporting original research, studies, advances, experiences, or work in progress in the scope of recommender system utility evaluation. The topics the workshop seeks to address include –though need not be limited to– the following:
* Evaluation methodology and experimental design
- Definition and evaluation of new metrics, studies of existing ones
- Adaptation of methodologies from related fields: IR, Machine Learning, HCI, etc.
- Evaluation theory
* Recommendation quality dimensions
- Effective accuracy, ranking quality
- Novelty, diversity, unexpectedness, serendipity
- Utility, gain, cost, risk, benefit
- Robustness, confidence, coverage, etc.
* Matching metrics to tasks, needs, and goals
- User satisfaction, human factors
- Business-oriented evaluation
- Multiple objective optimization, user engagement
* Practical aspects of evaluation
- Offline and online experimental approaches
- Simulation-based evaluation
- Datasets and benchmarks
- Validation of metrics
Submission
----------
Two submission types are accepted: technical papers of up to 6 pages, and position papers up to 3 pages. Each paper will be evaluated by at least two reviewers from the Programme Committee. The papers will be evaluated for their originality, contribution significance, soundness, clarity, and overall quality. Within a required quality standard, position papers will be appreciated for presenting new perspectives and insights, and their potential for provoking thought and stimulating discussion.
Important dates
---------------
Paper submission deadline: 8 June 2012
Author notification: 22 June 2012
Camera ready version due: 6 July 2012
DiveRS 2011 workshop: 9 September 2012
Programme Committee
-------------------
Gediminas Adomavicius, University of Minnesota, USA
Iván Cantador, Universidad Autónoma de Madrid, Spain
Licia Capra, University College London, UK
Òscar Celma, Gracenote, USA
Charles Clarke, University of Waterloo, Canada
Paolo Cremonesi, Politecnico di Milano, Italy
Juan Manuel Fernández-Luna, Universidad de Granada, Spain
Pankaj Gupta, Twitter, USA
Juan F. Huete, Universidad de Granada, Spain
Dietmar Jannach, University of Dortmund, Germany
Jaap Kamps, University of Amsterdam, Netherlands
Neal Lathia, University College London, UK
Jérôme Picault, Bell Labs, Alcatel-Lucent, France
Filip Radlinski, Microsoft, Canada
Francesco Ricci, Free University of Bozen-Bolzano, Italy
Fabrizio Silvestri, Consiglio Nazionale delle Ricerche, Italy
Harald Steck, Netflix, USA
David Vallet, Universidad Autónoma de Madrid, Spain
Paulo Villegas, Telefónica R&D, Spain
Jun Wang, University College London, UK
Yi Zhang, University of California, Santa Cruz, USA
Organizers
----------
Xavier Amatriain, Netflix, USA
Pablo Castells, Universidad Autónoma de Madrid, Spain
Arjen de Vries, Centrum Wiskunde & Informatica, Netherlands
Christian Posse, Linkedin, USA
RSS Feed