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Evaluating Evaluation Measure Stability

Published

Author(s)

C E. Buckley, Ellen M. Voorhees

Abstract

This paper presents a novel way of examining the accuracy of the evaluation measures commonly used in information retrieval experiments. It validates several of the rules-of-thumb experimenters use, such as the number of queries needed for a good experiment is at least 25 and 50 is better, while challenging other beliefs, such as the common evaluationmeasures are equally reliable. As an example, we show that Precision at 30 documents has about twice the average errorrate as Average Precision has. These results can help information retrieval researchers design experiments that provide a desired level of confidence in their results. In particular, we suggest researchers using Web measures such as Precision at 10 documents will need to use many more than 50 queries or will have to require two methods to have a very largedifference in evaluation scores before concluding that the two methods are actually different.
Proceedings Title
Research and Development in Information Retrieval; SIGIR | 23rd | | Association for Computing Machinery
Conference Dates
July 1, 2000
Conference Location
Athens, 1, GR
Conference Title
Proceedings of the Annual International ACM SIGIR Conference on Research and Development in Information Retrieval

Keywords

evaluation measure, information retrieval, search engines

Citation

Buckley, C. and Voorhees, E. (2000), Evaluating Evaluation Measure Stability, Research and Development in Information Retrieval; SIGIR | 23rd | | Association for Computing Machinery, Athens, 1, GR (Accessed April 15, 2024)
Created June 30, 2000, Updated October 12, 2021