Articles with "sampled metrics" as a keyword



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Technical perspective: Evaluating sampled metrics is challenging

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Published in 2022 at "Communications of the ACM"

DOI: 10.1145/3535334

Abstract: dure multiple times. Moreover, the paper shows that relatively large samples are needed to obtain consistent results from sampled metrics. In fact, the paper shows that when 1/3 of the whole catalogue is used as… read more here.

Keywords: perspective evaluating; metrics challenging; technical perspective; sampled metrics ... See more keywords
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On sampled metrics for item recommendation

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Published in 2022 at "Communications of the ACM"

DOI: 10.1145/3535335

Abstract: Recommender systems personalize content by recommending items to users. Item recommendation algorithms are evaluated by metrics that compare the positions of truly relevant items among the recommended items. To speed up the computation of metrics,… read more here.

Keywords: item recommendation; sampled metrics; metrics item;