FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313532013> ?p ?o ?g. }

• W4313532013 endingPage "363" @default.
• W4313532013 startingPage "350" @default.
• W4313532013 abstract "A central aim of modeling complex networks is to accurately embed networks in order to detect structures and predict link and node properties. The Latent Space Model (LSM) has become a prominent framework for embedding networks and includes the Latent Distance Model (LDM) and Eigenmodel (LEM) as the most widely used LSM specifications. For latent community detection, the embedding space in LDMs has been endowed with a clustering model whereas LEMs have been constrained to part-based non-negative matrix factorization (NMF) inspired representations promoting community discovery. We presently reconcile LSMs with latent community detection by constraining the LDM representation to the D-simplex forming the Hybrid-Membership Latent Distance Model (HM-LDM). We show that for sufficiently large simplex volumes this can be achieved without loss of expressive power whereas by extending the model to squared Euclidean distances, we recover the LEM formulation with constraints promoting part-based representations akin to NMF. Importantly, by systematically reducing the volume of the simplex, the model becomes unique and ultimately leads to hard assignments of nodes to simplex corners. We demonstrate experimentally how the proposed HM-LDM admits accurate node representations in regimes ensuring identifiability and valid community extraction. Importantly, HM-LDM naturally reconciles soft and hard community detection with network embeddings exploring a simple continuous optimization procedure on a volume constrained simplex that admits the systematic investigation of trade-offs between hard and mixed membership community detection." @default.
• W4313532013 created "2023-01-06" @default.
• W4313532013 creator A5018195808 @default.
• W4313532013 creator A5059840085 @default.
• W4313532013 creator A5086636153 @default.
• W4313532013 date "2023-01-01" @default.
• W4313532013 modified "2023-10-16" @default.
• W4313532013 title "HM-LDM: A Hybrid-Membership Latent Distance Model" @default.
• W4313532013 cites W1504886279 @default.
• W4313532013 cites W1902027874 @default.
• W4313532013 cites W1972675431 @default.
• W4313532013 cites W2019036968 @default.
• W4313532013 cites W2019144999 @default.
• W4313532013 cites W2061163551 @default.
• W4313532013 cites W2066459332 @default.
• W4313532013 cites W2070135644 @default.
• W4313532013 cites W2096091969 @default.
• W4313532013 cites W2119998616 @default.
• W4313532013 cites W2121947440 @default.
• W4313532013 cites W2123082179 @default.
• W4313532013 cites W2139694940 @default.
• W4313532013 cites W2148606196 @default.
• W4313532013 cites W2150256170 @default.
• W4313532013 cites W2604942799 @default.
• W4313532013 cites W2767834929 @default.
• W4313532013 cites W2962756421 @default.
• W4313532013 cites W2963512530 @default.
• W4313532013 cites W2964008789 @default.
• W4313532013 cites W2966694634 @default.
• W4313532013 cites W2997002213 @default.
• W4313532013 cites W2997671625 @default.
• W4313532013 cites W3103311102 @default.
• W4313532013 cites W3104097132 @default.
• W4313532013 cites W3105705953 @default.
• W4313532013 cites W3126355536 @default.
• W4313532013 cites W4291474301 @default.
• W4313532013 doi "https://doi.org/10.1007/978-3-031-21127-0_29" @default.
• W4313532013 hasPublicationYear "2023" @default.
• W4313532013 type Work @default.
• W4313532013 citedByCount "2" @default.
• W4313532013 countsByYear W43135320132022 @default.
• W4313532013 countsByYear W43135320132023 @default.
• W4313532013 crossrefType "book-chapter" @default.
• W4313532013 hasAuthorship W4313532013A5018195808 @default.
• W4313532013 hasAuthorship W4313532013A5059840085 @default.
• W4313532013 hasAuthorship W4313532013A5086636153 @default.
• W4313532013 hasBestOaLocation W43135320132 @default.
• W4313532013 hasConcept C11413529 @default.
• W4313532013 hasConcept C114614502 @default.
• W4313532013 hasConcept C119857082 @default.
• W4313532013 hasConcept C121332964 @default.
• W4313532013 hasConcept C122770356 @default.
• W4313532013 hasConcept C127413603 @default.
• W4313532013 hasConcept C152671427 @default.
• W4313532013 hasConcept C154945302 @default.
• W4313532013 hasConcept C158693339 @default.
• W4313532013 hasConcept C17744445 @default.
• W4313532013 hasConcept C186450821 @default.
• W4313532013 hasConcept C199539241 @default.
• W4313532013 hasConcept C2776359362 @default.
• W4313532013 hasConcept C33923547 @default.
• W4313532013 hasConcept C41008148 @default.
• W4313532013 hasConcept C41608201 @default.
• W4313532013 hasConcept C42355184 @default.
• W4313532013 hasConcept C62438384 @default.
• W4313532013 hasConcept C62520636 @default.
• W4313532013 hasConcept C62611344 @default.
• W4313532013 hasConcept C66938386 @default.
• W4313532013 hasConcept C73555534 @default.
• W4313532013 hasConcept C80444323 @default.
• W4313532013 hasConcept C94625758 @default.
• W4313532013 hasConceptScore W4313532013C11413529 @default.
• W4313532013 hasConceptScore W4313532013C114614502 @default.
• W4313532013 hasConceptScore W4313532013C119857082 @default.
• W4313532013 hasConceptScore W4313532013C121332964 @default.
• W4313532013 hasConceptScore W4313532013C122770356 @default.
• W4313532013 hasConceptScore W4313532013C127413603 @default.
• W4313532013 hasConceptScore W4313532013C152671427 @default.
• W4313532013 hasConceptScore W4313532013C154945302 @default.
• W4313532013 hasConceptScore W4313532013C158693339 @default.
• W4313532013 hasConceptScore W4313532013C17744445 @default.
• W4313532013 hasConceptScore W4313532013C186450821 @default.
• W4313532013 hasConceptScore W4313532013C199539241 @default.
• W4313532013 hasConceptScore W4313532013C2776359362 @default.
• W4313532013 hasConceptScore W4313532013C33923547 @default.
• W4313532013 hasConceptScore W4313532013C41008148 @default.
• W4313532013 hasConceptScore W4313532013C41608201 @default.
• W4313532013 hasConceptScore W4313532013C42355184 @default.
• W4313532013 hasConceptScore W4313532013C62438384 @default.
• W4313532013 hasConceptScore W4313532013C62520636 @default.
• W4313532013 hasConceptScore W4313532013C62611344 @default.
• W4313532013 hasConceptScore W4313532013C66938386 @default.
• W4313532013 hasConceptScore W4313532013C73555534 @default.
• W4313532013 hasConceptScore W4313532013C80444323 @default.
• W4313532013 hasConceptScore W4313532013C94625758 @default.
• W4313532013 hasLocation W43135320131 @default.
• W4313532013 hasLocation W43135320132 @default.
• W4313532013 hasLocation W43135320133 @default.

• next