Bag of Words model

GPTKB entity

Statements (18)
Predicate Object
gptkbp:instanceOf text representation model
gptkbp:alternativeTo word embeddings
neural language models
https://www.w3.org/2000/01/rdf-schema#label Bag of Words model
gptkbp:ignores gptkb:syntax
word order
gptkbp:limitation high dimensionality
loss of context
gptkbp:numberOfRooms word frequency
gptkbp:output vector of word counts
gptkbp:relatedTo gptkb:TF-IDF
n-gram model
gptkbp:represents text as a collection of words
gptkbp:usedIn gptkb:machine_learning
information retrieval
natural language processing
gptkbp:bfsParent gptkb:Bag_of_Visual_Words
gptkbp:bfsLayer 7