FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4206804986> ?p ?o ?g. }

• W4206804986 abstract "Events can be defined as phenomena that occur at a specific time and place. Social networks and news portals publish thousands of events daily, and this knowledge is beneficial for many social, political, and economic studies. Recently, heterogeneous networks have been used successfully for modeling large event datasets since they model different event components as nodes (e.g., events, actors, locations, people, and organizations), and network links express different relationships between these nodes. However, event analysis from heterogeneous networks is a research challenge due to several factors: (1) event nodes are usually associated with textual (unstructured) and high dimensional data; and (2) inapplicability of several machine learning methods that assume input data represented by independent vectors in a vector space. In this paper, we present a language model-based embedding propagation method for heterogeneous event networks. While most of the existing network embedding methods mainly explore the network’s topology, our method maps both (i) textual information about events and (ii) the complex relationships between events and their components to a low dimensional vector space in order to use several machine learning algorithms, such as clustering and classification. We carried out an extensive experimental evaluation involving link prediction tasks in heterogeneous event networks, such as event forecasting, prediction of event locations, and event actors. Our approach proved competitive compared to the state-of-the-art network embedding methods for link prediction tasks in different real-world event datasets, in addition to allowing dynamic and incremental updating of the embeddings as new events arise." @default.
• W4206804986 created "2022-01-25" @default.
• W4206804986 creator A5020612681 @default.
• W4206804986 creator A5087876536 @default.
• W4206804986 date "2021-12-15" @default.
• W4206804986 modified "2023-10-16" @default.
• W4206804986 title "Embedding propagation over heterogeneous event networks for link prediction" @default.
• W4206804986 cites W1548361610 @default.
• W4206804986 cites W1590495275 @default.
• W4206804986 cites W2015687171 @default.
• W4206804986 cites W2048968173 @default.
• W4206804986 cites W2062797058 @default.
• W4206804986 cites W2091019377 @default.
• W4206804986 cites W2109734180 @default.
• W4206804986 cites W2147194983 @default.
• W4206804986 cites W2171468534 @default.
• W4206804986 cites W2487588802 @default.
• W4206804986 cites W2517585385 @default.
• W4206804986 cites W2576737475 @default.
• W4206804986 cites W2607500032 @default.
• W4206804986 cites W2618466366 @default.
• W4206804986 cites W2730939662 @default.
• W4206804986 cites W2740454492 @default.
• W4206804986 cites W2740780589 @default.
• W4206804986 cites W2743104969 @default.
• W4206804986 cites W2761028698 @default.
• W4206804986 cites W2791442904 @default.
• W4206804986 cites W2799114560 @default.
• W4206804986 cites W2799785293 @default.
• W4206804986 cites W2950369002 @default.
• W4206804986 cites W2954837331 @default.
• W4206804986 cites W2962756421 @default.
• W4206804986 cites W2962975498 @default.
• W4206804986 cites W2963919031 @default.
• W4206804986 cites W2965857891 @default.
• W4206804986 cites W2966293752 @default.
• W4206804986 cites W3003757034 @default.
• W4206804986 cites W3004621088 @default.
• W4206804986 cites W3012871709 @default.
• W4206804986 cites W3080604883 @default.
• W4206804986 cites W3080649566 @default.
• W4206804986 cites W3100806282 @default.
• W4206804986 cites W3104097132 @default.
• W4206804986 cites W3105705953 @default.
• W4206804986 cites W4232932184 @default.
• W4206804986 doi "https://doi.org/10.1109/bigdata52589.2021.9671645" @default.
• W4206804986 hasPublicationYear "2021" @default.
• W4206804986 type Work @default.
• W4206804986 citedByCount "3" @default.
• W4206804986 countsByYear W42068049862023 @default.
• W4206804986 crossrefType "proceedings-article" @default.
• W4206804986 hasAuthorship W4206804986A5020612681 @default.
• W4206804986 hasAuthorship W4206804986A5087876536 @default.
• W4206804986 hasConcept C108037233 @default.
• W4206804986 hasConcept C112698675 @default.
• W4206804986 hasConcept C119857082 @default.
• W4206804986 hasConcept C121332964 @default.
• W4206804986 hasConcept C12267149 @default.
• W4206804986 hasConcept C124101348 @default.
• W4206804986 hasConcept C13336665 @default.
• W4206804986 hasConcept C144133560 @default.
• W4206804986 hasConcept C154945302 @default.
• W4206804986 hasConcept C158207573 @default.
• W4206804986 hasConcept C2524010 @default.
• W4206804986 hasConcept C2779662365 @default.
• W4206804986 hasConcept C33923547 @default.
• W4206804986 hasConcept C41008148 @default.
• W4206804986 hasConcept C41458344 @default.
• W4206804986 hasConcept C41608201 @default.
• W4206804986 hasConcept C555944384 @default.
• W4206804986 hasConcept C62520636 @default.
• W4206804986 hasConcept C73555534 @default.
• W4206804986 hasConcept C76155785 @default.
• W4206804986 hasConcept C80444323 @default.
• W4206804986 hasConceptScore W4206804986C108037233 @default.
• W4206804986 hasConceptScore W4206804986C112698675 @default.
• W4206804986 hasConceptScore W4206804986C119857082 @default.
• W4206804986 hasConceptScore W4206804986C121332964 @default.
• W4206804986 hasConceptScore W4206804986C12267149 @default.
• W4206804986 hasConceptScore W4206804986C124101348 @default.
• W4206804986 hasConceptScore W4206804986C13336665 @default.
• W4206804986 hasConceptScore W4206804986C144133560 @default.
• W4206804986 hasConceptScore W4206804986C154945302 @default.
• W4206804986 hasConceptScore W4206804986C158207573 @default.
• W4206804986 hasConceptScore W4206804986C2524010 @default.
• W4206804986 hasConceptScore W4206804986C2779662365 @default.
• W4206804986 hasConceptScore W4206804986C33923547 @default.
• W4206804986 hasConceptScore W4206804986C41008148 @default.
• W4206804986 hasConceptScore W4206804986C41458344 @default.
• W4206804986 hasConceptScore W4206804986C41608201 @default.
• W4206804986 hasConceptScore W4206804986C555944384 @default.
• W4206804986 hasConceptScore W4206804986C62520636 @default.
• W4206804986 hasConceptScore W4206804986C73555534 @default.
• W4206804986 hasConceptScore W4206804986C76155785 @default.
• W4206804986 hasConceptScore W4206804986C80444323 @default.
• W4206804986 hasLocation W42068049861 @default.
• W4206804986 hasOpenAccess W4206804986 @default.
• W4206804986 hasPrimaryLocation W42068049861 @default.
• W4206804986 hasRelatedWork W148178222 @default.
• W4206804986 hasRelatedWork W1544665982 @default.

• next