posted by user: paws || 1231 views || tracked by 4 users: [display]

TIST 2014 : ACM TIST Special Issue on Recommender System Benchmarking


When N/A
Where N/A
Submission Deadline Jan 20, 2014
Notification Due Jul 15, 2014

Call For Papers

ACM Transactions on Intelligent Systems and Technology

Special Issue on Recommender System Benchmarking

Recommender systems add value to vast content resources by matching users with items of interest. In recent years, immense progress has been made in recommendation techniques. The evaluation of these systems is still based on traditional information retrieval and statistics metrics, e.g. precision, recall, RMSE often not taking the use-case and situation of the system into consideration.

However, the rapid evolution of recommender systems in both their goals and their application domains foster the need for new evaluation methodologies and environments.

This special issue serves as a venue for work on novel, recommendation-centric benchmarking approaches taking the users� utility, the business values and the technical constraints into consideration.

New evaluation approaches should evaluate both functional and non-functional requirements. Functional requirements go beyond traditional relevance metrics and focus on user-centered utility metrics, such as novelty, diversity and serendipity.

Non-functional requirements focus on performance (e.g., scalability of both model building and on-line recommendation phases) and reliability (e.g., consistency of recommendations with time, robustness to incomplete, erroneous or malicious input data).

Topics of Interests
We invite the submission of high-quality manuscripts reporting relevant research in the area of benchmarking and evaluation of recommendation systems. The special issue welcomes submissions presenting technical, experimental, methodological and/or applicative contributions in this scope, addressing -though not limited to- the following topics:

• New metrics and methods for the quality estimation of recommender systems
• Mapping metrics to business goals and values
• Novel frameworks for the user-centric evaluation of recommender systems
• Validation of off-line methods with online studies
• Comparison of evaluation metrics and methods
• Comparison of recommender algorithms across multiple systems and domains
• Measuring technical constraints vs. accuracy
• Robustness of recommender systems to missing, erroneous or malicious data
• Evaluation methods in new application scenarios (cross domain, live/stream recommendation)
• New datasets for the evaluation of recommender systems
• Benchmarking frameworks
• Multiple-objective benchmarking
• Real benchmarking experiences (from benchmarking event organizers)

Manuscripts shall be sent through the ACM TIST electronic submission system at (please select "Special Issue: Recommender System Benchmarking" as the manuscript type). Submissions shall adhere to the ACM TIST instructions and guidelines for authors available at the journal website:

The papers will be evaluated for their originality, contribution significance, soundness, clarity, and overall quality. The interest of contributions will be assessed in terms of technical and scientific findings, contribution to the knowledge and understanding of the problem, methodological advancements, and/or applicative value.

Important Dates

Paper submission due: January 20th, 2014
First round of reviews: March 15th, 2014
First round of revisions: April 15th, 2014
Second round of reviews: May 15th, 2014
Final round of revisions: June 15th, 2014
Final paper notification: July 15th, 2014
Camera-ready due: August 2014

Guest Editors
Paolo Cremonesi - Politecnico di Milano

Alan Said - CWI

Domonkos Tikk - Gravity R&D

Michelle X. Zhou - IBM Research


Related Resources

TIST Special Issue 2018   ACM TIST Special Issue on Advances in Causal Discovery and Inference
MEMOCODE 2018   16th ACM-IEEE International Conference on Formal Methods and Models for System Design
RecSys 2018   Conference on Recommender Systems
BOCIA-CI-SI 2018   Special Issue on Benchmarking of Computational Intelligence Algorithms in Computational Intelligence
IUI 2018   The 23rd ACM International Conference on Intelligent User Interfaces
CHI 2019   The ACM CHI Conference on Human Factors in Computing Systems
CIP in RS&OSN 2018   Computational Intelligence Paradigms in Recommender Systems and Online Social Networks
IRJ-SI 2018   Information Retrieval Journal - Special Issue on “Social Media for Personalization and Search”
BOCIA 2018   International Workshop on Benchmarking of Computational Intelligence Algorithms
ACM--ICRCV--Ei Compendex, Scopus 2018   ACM--2018 International conference on Robotics and Computer Vision (ICRCV 2018)--Ei Compendex, Scopus