Definition from Wiktionary, the free dictionary
Abbreviation of "term frequency over inverse document frequency".
Alternative forms 
- (information retrieval) A mathematical approximation to the importance of a particular word in a given piece of text.
- The relevance of a document to a given search query can be guessed using the TF-IDF of each word they have in common.