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Introduction to Information Retrieval

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<strong>Introduction</strong> <strong>to</strong> <strong>Information</strong> <strong>Retrieval</strong><br />

What’s wrong with Jaccard?<br />

• It doesn’t consider term frequency (how many occurrences a<br />

term has).<br />

• Rare terms are more informative than frequent terms.<br />

Jaccard does not consider this information.<br />

• We need a more sophisticated way of normalizing for the<br />

length of a document.<br />

• Later in this lecture, we’ll use (cosine) . . .<br />

• . . . instead of |A ∩ B|/|A ∪ B| (Jaccard) for length<br />

normalization.<br />

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