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Method and system for calculating phrase-document importance

机译:短语文档重要性的计算方法和系统

摘要

A method and system for generating a weight for phrases within each document in a collection of documents. Each document has terms such as words and numbers. Each phrase comprises component terms. Each term frequency represents the number of occurrences of a term in a document, and the phrase frequency represents the number of occurrences of a phrase in a document. To generate the weight, the weighting system first estimates a document frequency for the phrase by multiplying an estimated phrase probability of the phrase times the number of documents that contain each component term. The estimated phrase probability is an estimation of the probability that any phrase in documents that contain each component term is the phrase whose weight is to be estimated. The document frequency is the number of the documents that contain the phrase. The weighting system then estimates a total phrase frequency for the phrase as the average phrase frequency for the phrase times the estimated document frequency for the phrase. The weighting system derives the average phrase frequency from the phrase probability of the phrase and average number of terms per document. The weighting system then combines the estimated document frequency with the estimated total phrase frequency to generate the weight of the phrase.
机译:一种用于为文档集合中的每个文档内的短语生成权重的方法和系统。每个文档都有诸如单词和数字之类的术语。每个短语包括组成词。每个术语频率代表文档中一个术语出现的次数,短语频率代表文档中一个短语出现的次数。为了产生权重,加权系统首先通过将短语的估计短语概率乘以包含每个组成词的文档数量,来估计该短语的文档频率。估计短语概率是对包含每个组成词的文档中任何短语都是其权重将被估计的短语的概率的估计。文档频率是包含该短语的文档数量。然后,加权系统将短语的总短语频率估计为该短语的平均短语频率乘以该短语的估计文档频率。加权系统从短语的短语概率和每个文档的平均术语数中得出平均短语频率。然后,加权系统将估计的文档频率与估计的总短语频率结合起来以生成短语的权重。

著录项

  • 公开/公告号US6549897B1

    专利类型

  • 公开/公告日2003-04-15

    原文格式PDF

  • 申请/专利权人 MICROSOFT CORPORATION;

    申请/专利号US19980215513

  • 发明设计人 SANJEEV KATARIYA;WILLIAM P. JONES;

    申请日1998-12-17

  • 分类号G06F173/00;G06F150/00;

  • 国家 US

  • 入库时间 2022-08-22 00:06:36

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