Latent Semantic Analysis

GPTKB entity

Statements (33)
Predicate Object
gptkbp:instanceOf natural language processing technique
gptkbp:abbreviation gptkb:LSA
gptkbp:application information retrieval
topic modeling
document similarity
automatic essay grading
gptkbp:assumes words with similar meaning occur in similar contexts
gptkbp:citation highly cited
gptkbp:class singular value decomposition
gptkbp:developedBy gptkb:Susan_Dumais
gptkb:George_W._Furnas
gptkb:Richard_Harshman
gptkb:Scott_Deerwester
gptkb:Thomas_K._Landauer
gptkbp:field gptkb:machine_learning
information retrieval
computational linguistics
https://www.w3.org/2000/01/rdf-schema#label Latent Semantic Analysis
gptkbp:input term-document matrix
gptkbp:introducedIn 1990
gptkbp:limitation computationally expensive
does not capture word order
sensitive to noise in data
gptkbp:output semantic space
gptkbp:publishedIn gptkb:Journal_of_the_American_Society_for_Information_Science
gptkbp:relatedTo gptkb:principal_component_analysis
gptkb:latent_Dirichlet_allocation
vector space model
gptkbp:usedIn search engines
recommender systems
plagiarism detection
gptkbp:bfsParent gptkb:LSA
gptkbp:bfsLayer 5