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Techniques of exploratory data analysis areused to study the weight of evidence that the occurrenceof a query term provides in support of the hypothesisthat a document is relevant to an information need. Inparticular, the relationship between the document frequencyand the weight of evidence is investigated. Acorrelation between document frequency normalized bycollection size and the mutual information between relevanceand term occurrence is uncovered. This correlationis found to be...

A theory of term weighting based on exploratory data analysis