Evaluating Recommender Systems: Survey and Framework

Recommendations as Treatments

(2022) Thorsten Joachims et al.   AI MAGAZINE

Escaping the McNamara Fallacy: Towards more Impactful Recommender Systems Research

(2021) Dietmar Jannach et al.   AI MAGAZINE

Exploring author gender in book rating and recommendation

(2021) Michael D. Ekstrand et al.   USER MODELING AND USER-ADAPTED INTERACTION

A Survey on Conversational Recommender Systems

(2021) Dietmar Jannach et al.   ACM COMPUTING SURVEYS

Enabling cross-continent provider fairness in educational recommender systems

(2021) Elizabeth Gómez et al.   Future Generation Computer Systems-The International Journal of eScience

Multistakeholder recommendation: Survey and research directions

(2020) Himan Abdollahpouri et al.   USER MODELING AND USER-ADAPTED INTERACTION

Offline evaluation options for recommender systems

(2020) Rocío Cañamares et al.   Information Retrieval Journal

Research directions in session-based and sequential recommendation

(2020) Dietmar Jannach et al.   USER MODELING AND USER-ADAPTED INTERACTION

Meta-analysis of evaluation methods and metrics used in context-aware scholarly recommender systems

(2019) Zohreh Dehghani Champiri et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Measuring the impact of online personalisation: Past, present and future

(2019) Markus Zanker et al.   INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES

A factual and perceptional framework for assessing diversity effects of online recommender systems

(2019) Christian Matt et al.   Internet Research

Evaluating recommendation and search in the labor market

(2018) Michael Reusens et al.   KNOWLEDGE-BASED SYSTEMS

Diversity in recommender systems – A survey

(2017) Matevž Kunaver et al.   KNOWLEDGE-BASED SYSTEMS

DataGenCARS: A generator of synthetic data for the evaluation of context-aware recommendation systems

(2017) María del Carmen Rodríguez-Hernández et al.   Pervasive and Mobile Computing

Who should you follow? Combining learning to rank with social influence for informative friend recommendation

(2016) Chien Chin Chen et al.   DECISION SUPPORT SYSTEMS

Why Psychology Cannot be an Empirical Science

(2015) Jan Smedslund   INTEGRATIVE PSYCHOLOGICAL AND BEHAVIORAL SCIENCE

Using Recommendation Agents to Cope with Information Overload

(2012) Muhammad Aljukhadar et al.   INTERNATIONAL JOURNAL OF ELECTRONIC COMMERCE

Explaining the user experience of recommender systems

(2012) Bart P. Knijnenburg et al.   USER MODELING AND USER-ADAPTED INTERACTION

Recommender systems: from algorithms to user experience

(2012) Joseph A. Konstan et al.   USER MODELING AND USER-ADAPTED INTERACTION

In situ evaluation of recommender systems: Framework and instrumentation

(2010) M. Funk et al.   INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES

Solving the apparent diversity-accuracy dilemma of recommender systems

(2010) T. Zhou et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Matrix Factorization Techniques for Recommender Systems

(2009) Yehuda Koren et al.   COMPUTER

Controlled experiments on the web: survey and practical guide

(2008) Ron Kohavi et al.   DATA MINING AND KNOWLEDGE DISCOVERY