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Effects of different field weights on search performance in digital libraries: A preliminary study

xiangmin zhang, yuelin li, yin zhang, Gerry Grenier, Mehul Trivedi and Douglass Gischlar

(Submission #36)


Summary

The primary objective of this research was to examine the effect of metadata fields, particularly the title field, on the fielded searching in digital libraries. The effectiveness of major metadata fields, title and abstract plus full-text, was investigated in an IEEE Xplore test bed. Weights on the three components were varied in five schemes (i.e. five runs) to retrieve relevant documents for twenty different search questions in five subject areas The five weighting schemes were combinations of low, middle (default), and high weights on title, abstract and full text. The top 50 search results of each search question, retrieved by each run, were evaluated by five human assessors, each responsible for one of the five subject areas, for the relevance judgment. Average Precision (AP) scores as the performance measure were calculated and then compared among these runs. The direct comparisons of APs from different runs did not find significant differences among the five runs. However, the results demonstrate a better performance for the run with low weight on the title field but high weight on both abstract and full-text. This scheme also retrieved the least portion of ephemeral documents. A significant difference was found between the general questions and specific question from one of the runs. This research was a preliminary work towards optimizing weighting assignments among metadata fields and ultimately improving information retrieval performance in digital libraries.

  


  
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