Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385262018> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4385262018 abstract "Semantic types are a more powerful and detailed way of describing data than atomic types such as strings or integers. They establish connections between columns and concepts from the real world, providing more nuanced and fine-grained information that can be useful for tasks such as automated data cleaning, schema matching, and data discovery. Existing deep learning models trained on large text corpora have been successful at performing single-column semantic type prediction for relational data. However, in this work, we propose an extension of the semantic type prediction problem to JSON data, labeling the types based on JSON Paths. Similar to columns in relational data, JSON Path is a query language that enables the navigation of complex JSON data structures by specifying the location and content of the elements. We use a graph neural network to comprehend the structural information within collections of JSON documents. Our model outperforms a state-of-the-art existing model in several cases. These results demonstrate the ability of our model to understand complex JSON data and its potential usage for JSON-related data processing tasks." @default.
- W4385262018 created "2023-07-26" @default.
- W4385262018 creator A5031688318 @default.
- W4385262018 creator A5075804518 @default.
- W4385262018 date "2023-07-24" @default.
- W4385262018 modified "2023-10-18" @default.
- W4385262018 title "Comprehending Semantic Types in JSON Data with Graph Neural Networks" @default.
- W4385262018 doi "https://doi.org/10.48550/arxiv.2307.12807" @default.
- W4385262018 hasPublicationYear "2023" @default.
- W4385262018 type Work @default.
- W4385262018 citedByCount "0" @default.
- W4385262018 crossrefType "posted-content" @default.
- W4385262018 hasAuthorship W4385262018A5031688318 @default.
- W4385262018 hasAuthorship W4385262018A5075804518 @default.
- W4385262018 hasBestOaLocation W43852620181 @default.
- W4385262018 hasConcept C132525143 @default.
- W4385262018 hasConcept C138958017 @default.
- W4385262018 hasConcept C154945302 @default.
- W4385262018 hasConcept C162319229 @default.
- W4385262018 hasConcept C176225458 @default.
- W4385262018 hasConcept C199360897 @default.
- W4385262018 hasConcept C204321447 @default.
- W4385262018 hasConcept C23123220 @default.
- W4385262018 hasConcept C2780416260 @default.
- W4385262018 hasConcept C41008148 @default.
- W4385262018 hasConcept C52146309 @default.
- W4385262018 hasConcept C77088390 @default.
- W4385262018 hasConcept C80444323 @default.
- W4385262018 hasConceptScore W4385262018C132525143 @default.
- W4385262018 hasConceptScore W4385262018C138958017 @default.
- W4385262018 hasConceptScore W4385262018C154945302 @default.
- W4385262018 hasConceptScore W4385262018C162319229 @default.
- W4385262018 hasConceptScore W4385262018C176225458 @default.
- W4385262018 hasConceptScore W4385262018C199360897 @default.
- W4385262018 hasConceptScore W4385262018C204321447 @default.
- W4385262018 hasConceptScore W4385262018C23123220 @default.
- W4385262018 hasConceptScore W4385262018C2780416260 @default.
- W4385262018 hasConceptScore W4385262018C41008148 @default.
- W4385262018 hasConceptScore W4385262018C52146309 @default.
- W4385262018 hasConceptScore W4385262018C77088390 @default.
- W4385262018 hasConceptScore W4385262018C80444323 @default.
- W4385262018 hasLocation W43852620181 @default.
- W4385262018 hasOpenAccess W4385262018 @default.
- W4385262018 hasPrimaryLocation W43852620181 @default.
- W4385262018 hasRelatedWork W1586198805 @default.
- W4385262018 hasRelatedWork W1829475407 @default.
- W4385262018 hasRelatedWork W2385158182 @default.
- W4385262018 hasRelatedWork W2474756433 @default.
- W4385262018 hasRelatedWork W2772072216 @default.
- W4385262018 hasRelatedWork W2887418847 @default.
- W4385262018 hasRelatedWork W2948974967 @default.
- W4385262018 hasRelatedWork W2990548832 @default.
- W4385262018 hasRelatedWork W4233387348 @default.
- W4385262018 hasRelatedWork W2585344821 @default.
- W4385262018 isParatext "false" @default.
- W4385262018 isRetracted "false" @default.
- W4385262018 workType "article" @default.