Latent Semantic Analysis and its Uses in Natural Language Processing The U matrix is the document-aspect matrix, V is the word-aspect matrix, and ∑ is the diagonal matrix values. Similar to PCA, SVD also combines columns of the original matrix linearly to arrive at the U matrix. To arrive at the V matrix, SVD combines …

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