Locality-sensitive hashing

GPTKB entity

Statements (26)
Predicate Object
gptkbp:instanceOf gptkb:algorithm
gptkbp:abbreviation gptkb:LSH
gptkbp:application Document clustering
Image retrieval
Plagiarism detection
Recommendation systems
gptkbp:category Hash functions
Search algorithms
Similarity measures
gptkbp:field Computer science
Machine learning
Data mining
https://www.w3.org/2000/01/rdf-schema#label Locality-sensitive hashing
gptkbp:introduced gptkb:Piotr_Indyk
gptkb:Rajeev_Motwani
1998
gptkbp:property Dissimilar items hash to the same bucket with low probability
Similar items hash to the same bucket with high probability
gptkbp:relatedConcept gptkb:MinHash
gptkb:SimHash
Random projection
gptkbp:usedFor Approximate nearest neighbor search
Dimensionality reduction
Similarity search
gptkbp:bfsParent gptkb:Piotr_Indyk
gptkbp:bfsLayer 4