Definition
Term Frequency-Inverse Document Frequency: A numerical statistic used to reflect how important a word is to a document in a large collection (corpus), down-weighting common words.
In short: Term Frequency-Inverse Document Frequency: A numerical statistic used to reflect how important a word is to a document in a large collection (corpus), down-weighting common words.