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Another important tool is regularizing your document/text matrix. If, for example, you have many long documents and many short documents, the long documents are weighted higher in the document/term matrix. If you normalize each document row, so that all document rows add up to 1.0, this gives more equal weighting to the short and long documents. People have ...

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