FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2912853820> ?p ?o ?g. }

• W2912853820 abstract "In this work, we propose the first quantum Ansatze for the statistical relational learning on knowledge graphs using parametric quantum circuits. We introduce two types of variational quantum circuits for knowledge graph embedding. Inspired by the classical representation learning, we first consider latent features for entities as coefficients of quantum states, while predicates are characterized by parametric gates acting on the quantum states. For the first model, the quantum advantages disappear when it comes to the optimization of this model. Therefore, we introduce a second quantum circuit model where embeddings of entities are generated from parameterized quantum gates acting on the pure quantum state. The benefit of the second method is that the quantum embeddings can be trained efficiently meanwhile preserving the quantum advantages. We show the proposed methods can achieve comparable results to the state-of-the-art classical models, e.g., RESCAL, DistMult. Furthermore, after optimizing the models, the complexity of inductive inference on the knowledge graphs might be reduced with respect to the number of entities." @default.
• W2912853820 created "2019-02-21" @default.
• W2912853820 creator A5004035173 @default.
• W2912853820 creator A5045300183 @default.
• W2912853820 creator A5066743613 @default.
• W2912853820 creator A5074808403 @default.
• W2912853820 date "2019-02-19" @default.
• W2912853820 modified "2023-09-23" @default.
• W2912853820 title "Variational Quantum Circuit Model for Knowledge Graphs Embedding" @default.
• W2912853820 cites W183543895 @default.
• W2912853820 cites W1963826206 @default.
• W2912853820 cites W1990514347 @default.
• W2912853820 cites W2006290558 @default.
• W2912853820 cites W205829674 @default.
• W2912853820 cites W2084652510 @default.
• W2912853820 cites W212428657 @default.
• W2912853820 cites W2127795553 @default.
• W2912853820 cites W2145544171 @default.
• W2912853820 cites W2187089797 @default.
• W2912853820 cites W2204682854 @default.
• W2912853820 cites W2250184916 @default.
• W2912853820 cites W22923443 @default.
• W2912853820 cites W2331143823 @default.
• W2912853820 cites W2334150129 @default.
• W2912853820 cites W2402144811 @default.
• W2912853820 cites W2718964918 @default.
• W2912853820 cites W2728059831 @default.
• W2912853820 cites W2782482754 @default.
• W2912853820 cites W2796293949 @default.
• W2912853820 cites W2809202707 @default.
• W2912853820 cites W2912811302 @default.
• W2912853820 cites W2951077644 @default.
• W2912853820 cites W2963432357 @default.
• W2912853820 cites W3037687232 @default.
• W2912853820 cites W3120740533 @default.
• W2912853820 cites W3217033513 @default.
• W2912853820 hasPublicationYear "2019" @default.
• W2912853820 type Work @default.
• W2912853820 sameAs 2912853820 @default.
• W2912853820 citedByCount "0" @default.
• W2912853820 crossrefType "posted-content" @default.
• W2912853820 hasAuthorship W2912853820A5004035173 @default.
• W2912853820 hasAuthorship W2912853820A5045300183 @default.
• W2912853820 hasAuthorship W2912853820A5066743613 @default.
• W2912853820 hasAuthorship W2912853820A5074808403 @default.
• W2912853820 hasConcept C105795698 @default.
• W2912853820 hasConcept C11413529 @default.
• W2912853820 hasConcept C117251300 @default.
• W2912853820 hasConcept C121332964 @default.
• W2912853820 hasConcept C124148022 @default.
• W2912853820 hasConcept C137019171 @default.
• W2912853820 hasConcept C154945302 @default.
• W2912853820 hasConcept C15706264 @default.
• W2912853820 hasConcept C165464430 @default.
• W2912853820 hasConcept C2776214188 @default.
• W2912853820 hasConcept C2779094486 @default.
• W2912853820 hasConcept C33923547 @default.
• W2912853820 hasConcept C41008148 @default.
• W2912853820 hasConcept C41608201 @default.
• W2912853820 hasConcept C51003876 @default.
• W2912853820 hasConcept C62520636 @default.
• W2912853820 hasConcept C80444323 @default.
• W2912853820 hasConcept C84114770 @default.
• W2912853820 hasConceptScore W2912853820C105795698 @default.
• W2912853820 hasConceptScore W2912853820C11413529 @default.
• W2912853820 hasConceptScore W2912853820C117251300 @default.
• W2912853820 hasConceptScore W2912853820C121332964 @default.
• W2912853820 hasConceptScore W2912853820C124148022 @default.
• W2912853820 hasConceptScore W2912853820C137019171 @default.
• W2912853820 hasConceptScore W2912853820C154945302 @default.
• W2912853820 hasConceptScore W2912853820C15706264 @default.
• W2912853820 hasConceptScore W2912853820C165464430 @default.
• W2912853820 hasConceptScore W2912853820C2776214188 @default.
• W2912853820 hasConceptScore W2912853820C2779094486 @default.
• W2912853820 hasConceptScore W2912853820C33923547 @default.
• W2912853820 hasConceptScore W2912853820C41008148 @default.
• W2912853820 hasConceptScore W2912853820C41608201 @default.
• W2912853820 hasConceptScore W2912853820C51003876 @default.
• W2912853820 hasConceptScore W2912853820C62520636 @default.
• W2912853820 hasConceptScore W2912853820C80444323 @default.
• W2912853820 hasConceptScore W2912853820C84114770 @default.
• W2912853820 hasOpenAccess W2912853820 @default.
• W2912853820 hasRelatedWork W1626541364 @default.
• W2912853820 hasRelatedWork W2038481364 @default.
• W2912853820 hasRelatedWork W2101360654 @default.
• W2912853820 hasRelatedWork W2107242361 @default.
• W2912853820 hasRelatedWork W2126098510 @default.
• W2912853820 hasRelatedWork W2133220952 @default.
• W2912853820 hasRelatedWork W2154990427 @default.
• W2912853820 hasRelatedWork W2203382396 @default.
• W2912853820 hasRelatedWork W2247969819 @default.
• W2912853820 hasRelatedWork W2319215383 @default.
• W2912853820 hasRelatedWork W2338608297 @default.
• W2912853820 hasRelatedWork W2402575768 @default.
• W2912853820 hasRelatedWork W2785371369 @default.
• W2912853820 hasRelatedWork W2911696848 @default.
• W2912853820 hasRelatedWork W2912656543 @default.
• W2912853820 hasRelatedWork W2952369254 @default.
• W2912853820 hasRelatedWork W2970821532 @default.
• W2912853820 hasRelatedWork W2989332093 @default.

• next