TF-IDF

GPTKB entity

Statements (22)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:application text classification
document ranking
keyword extraction
gptkbp:category gptkb:machine_learning
data mining
text analysis
gptkbp:component inverse document frequency
term frequency
gptkbp:form tf-idf(t,d,D) = tf(t,d) * idf(t,D)
gptkbp:fullName gptkb:Term_Frequency-Inverse_Document_Frequency
https://www.w3.org/2000/01/rdf-schema#label TF-IDF
gptkbp:idfDefinition logarithm of total documents divided by number of documents containing term t
gptkbp:introducedIn 1972
gptkbp:inventedBy gptkb:Karen_Spärck_Jones
gptkbp:purpose evaluate importance of a word in a document
gptkbp:tfDefinition number of times term t appears in document d
gptkbp:usedIn information retrieval
natural language processing
text mining
gptkbp:bfsParent gptkb:museum
gptkbp:bfsLayer 4