eXtended cumulated gain measures for the evaluation of content-oriented XML retrieval

  • Authors:

  • Gabriella Kazai;Mounia Lalmas

  • Affiliations:

  • Queen Mary, University of London, London, UK;Queen Mary, University of London, London, UK

  • Venue:
  • ACM Transactions on Information Systems (TOIS)
  • Year:
  • 2006

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Abstract

We propose and evaluate a family of measures, the eXtended Cumulated Gain (XCG) measures, for the evaluation of content-oriented XML retrieval approaches. Our aim is to provide an evaluation framework that allows the consideration of dependency among XML document components. In particular, two aspects of dependency are considered: (1) near-misses, which are document components that are structurally related to relevant components, such as a neighboring paragraph or container section, and (2) overlap, which regards the situation wherein the same text fragment is referenced multiple times, for example, when a paragraph and its container section are both retrieved. A further consideration is that the measures should be flexible enough so that different models of user behavior may be instantiated within. Both system- and user-oriented aspects are investigated and both recall and precision-like qualities are measured. We evaluate the reliability of the proposed measures based on the INEX 2004 test collection. For example, the effects of assessment variation and topic set size on evaluation stability are investigated, and the upper and lower bounds of expected error rates are established. The evaluation demonstrates that the XCG measures are stable and reliable, and in particular, that the novel measures of effort-precision and gain-recall (ep/gr) show comparable behavior to established IR measures like precision and recall.