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Document-term matrix
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==Choice of terms== A point of view on the matrix is that each row represents a document. In the [[Vector space model|vectorial semantic model]], which is normally the one used to compute a document-term matrix, the goal is to represent the topic of a document by the frequency of semantically significant terms. The terms are semantic units of the documents. It is often assumed, for [[Indo-European languages]], that nouns, verbs and adjectives are the more significant [[syntactic category|categories]], and that words from those categories should be kept as terms. Adding [[collocation]] as terms improves the quality of the vectors, especially when computing similarities between documents.
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