# get_idf

From text2vec v0.4.0
by Dmitriy Selivanov

##### Inverse document-frequency scaling matrix

This function creates an inverse-document-frequency (IDF)
scaling matrix from a document-term matrix. The IDF is defined as follows:
```
idf = log(# documents in the corpus) / (# documents where the term
appears + 1)
```

##### Usage

`get_idf(dtm, log_scale = log, smooth_idf = TRUE)`

##### Arguments

- dtm
a document-term matrix of class

`dgCMatrix`

or`dgTMatrix`

.- log_scale
`function`

to use in calculating the IDF matrix. Usually log is used, but it might be worth trying log2.- smooth_idf
`logical`

smooth IDF weights by adding one to document frequencies, as if an extra document was seen containing every term in the collection exactly once. This prevents division by zero.

##### Value

`ddiMatrix`

IDF scaling diagonal sparse matrix.

##### See Also

*Documentation reproduced from package text2vec, version 0.4.0, License: GPL (>= 2) | file LICENSE*

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