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Sikta Roy
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Sikta RoyKnowledge Contributor
Asked: May 5, 20242024-05-05T21:38:04+05:30 2024-05-05T21:38:04+05:30In: Education

How does TF-IDF based ranking function in information retrieval, and what is its significance?

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How does TF-IDF based ranking function in information retrieval, and what is its significance?
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  1. Sikta Roy
    Sikta Roy Knowledge Contributor
    2024-05-05T21:38:21+05:30Added an answer on May 5, 2024 at 9:38 pm

    TF-IDF (Term Frequency-Inverse Document Frequency) is a statistical measure used to evaluate the importance of a word in a document relative to a collection of documents.
    The TF-IDF score of a term increases with its frequency in the document (TF) but is offset by the frequency of the term in the corpus (IDF).
    In information retrieval, TF-IDF is used to rank documents based on their relevance to a given query. Documents with higher TF-IDF scores for the query terms are considered more relevant.
    Its significance lies in its ability to effectively identify and retrieve documents that are most relevant to a user’s query while filtering out commonly occurring terms that are less informative.

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