The impact of fixed-cost pooling strategies on test collection bias
Lipani, Aldo, Zuccon, Guido, Lupu, Mihai, Koopman, Bevan, & Hanbury, Allan (2016) The impact of fixed-cost pooling strategies on test collection bias. In ACM International Conference on the Theory of Information Retrieval (ICTIR '16), September 12 - 16, 2016, Newark, Delaware.
In Information Retrieval, test collections are usually built using the pooling method. Many pooling strategies have been developed for the pooling method. Herein, we address the question of identifying the best pooling strategy when evaluating systems using precision-oriented measures in presence of budget constraints on the number of documents to be evaluated. As a quality measurement we use the bias introduced by the pooling strategy, measured both in terms of Mean Absolute Error of the scores and in terms of ranking errors. Based on experiments on 15 test collections, we conclude that, for precision-oriented measures, the best strategies are based on Rank-Biased Precision (RBP). These results can inform collection builders because they suggest that, under fixed assessment budget constraints, RBP-based sampling produces less biased pools than other alternatives.
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|Item Type:||Conference Paper|
|Keywords:||Pooling Method, Pooling Strategies, Pool Bias|
|Divisions:||Current > Schools > School of Electrical Engineering & Computer Science|
|Copyright Owner:||Copyright held by the owner/author(s). Publication rights licensed to ACM.|
|Deposited On:||15 Sep 2016 22:38|
|Last Modified:||14 Mar 2017 03:49|
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