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Tutorial on application-oriented evaluation of recommendation systems

Guy Shani and Asela Gunawardana

Abstract

Recommendation systems are now widely used in many commercial applications. This tutorial focuses on the evaluation of such systems, from an application-oriented view. The tutorial recommends best practices, suggests a protocol for the evaluation process, and reviews a set of metrics that can be evaluated. The practices in this paper are motivated by similar procedures in nearby areas, such as machine learning, and information retrieval.

Details

Publication typeArticle
Published inAI Communications
PublisherIOS Press
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