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Dealing with large number of features in document term matrix in text mining

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@shivakrishna wrote:

I'm working on a dataset for language identification. It has generated a large number of features by doing document term matrix. I divided the words into grams upto 5. Please tell me how to better predict the language of each word. I tried neural networks in R but could not succeded

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