HNSW algorithm

GPTKB entity

Statements (28)
Predicate Object
gptkbp:instanceOf gptkb:algorithm
gptkbp:application natural language processing
recommendation systems
image retrieval
vector search
gptkbp:basedOn small-world graph
gptkbp:dataStructure graph
gptkbp:feature scalable
high recall
efficient search
low query time
multi-layer graph structure
gptkbp:field gptkb:machine_learning
computer science
information retrieval
gptkbp:fullName Hierarchical Navigable Small World algorithm
https://www.w3.org/2000/01/rdf-schema#label HNSW algorithm
gptkbp:introduced gptkb:Yury_Malkov
gptkbp:introducedIn 2016
gptkbp:notablePublication Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs (Malkov & Yashunin, 2018)
gptkbp:openSource gptkb:faiss
gptkb:nmslib
hnswlib
gptkbp:relatedTo ANN (Approximate Nearest Neighbor) algorithms
NSW (Navigable Small World) algorithm
gptkbp:usedFor approximate nearest neighbor search
gptkbp:bfsParent gptkb:Qdrant
gptkbp:bfsLayer 7