Bag-of-words model

GPTKB entity

Statements (24)
Predicate Object
gptkbp:instanceOf text representation model
gptkbp:alternativeTo gptkb:TF-IDF
word embeddings
gptkbp:appliesTo topic modeling
sentiment analysis
document classification
gptkbp:capturedBy word frequency
gptkbp:featureType sparse vector
https://www.w3.org/2000/01/rdf-schema#label Bag-of-words model
gptkbp:ignores gptkb:syntax
word order
gptkbp:input tokenized text
gptkbp:limitation does not capture context
does not capture semantics
gptkbp:originatedIn information retrieval
gptkbp:relatedTo vector space model
n-gram model
gptkbp:represents text as unordered collection of words
gptkbp:usedIn gptkb:machine_learning
information retrieval
natural language processing
gptkbp:bfsParent gptkb:Multinomial_distribution
gptkb:Vector_Space_Model
gptkbp:bfsLayer 7