Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200425328> ?p ?o ?g. }
Showing items 1 to 54 of
54
with 100 items per page.
- W4200425328 abstract "Knowledge graphs can be used for entity recognition in text, graph visualization, and to improve business processes, e.g. information retrieval in E-commerce. One of the information sources for building knowledge graphs is text data available in many digital system, such as E-commerce platform. In this paper, we proposed an approach to extract knowledge graph entities from product text available from E-commerce platforms. We utilize transfer learning technique with full-fine tuning from an existing trained model in order to recognize the entities due to the limitation of labeled data. Since some English terms are expressed in product texts, we used multilingual pretrained models with the Transformer Architecture, i.e. multilingual-BERT-base-cased (mBERT) and XLM-RoBERTa-base (XLMR) in our approach. The extracted entities were then mapped into a knowledge graph by adopting Text to Knowledge Graph (T2KG) framework components, i.e. using entity mapping and triple integration. The training data contains 1.500 labeled texts, while the test data contains 216 labeled texts conducted in three versions of data and four scenarios. Our evaluation result showed that the XLMR model performed better than mBERT for entity extraction task with an average F1-score of 0,895. Furthermore, we manually evaluate the knowledge graph mapping and construction using 1.445 product texts from two E-commerce platforms, which resulted in 338 entities formed in the knowledge graph with mapping precision 0,94." @default.
- W4200425328 created "2021-12-31" @default.
- W4200425328 creator A5012198006 @default.
- W4200425328 creator A5021128017 @default.
- W4200425328 creator A5087249825 @default.
- W4200425328 date "2021-09-29" @default.
- W4200425328 modified "2023-09-23" @default.
- W4200425328 title "Knowledge Graph Construction using Information Extraction of Indonesia Cosmetic Product Text in Bahasa Indonesia" @default.
- W4200425328 doi "https://doi.org/10.1109/icaicta53211.2021.9640251" @default.
- W4200425328 hasPublicationYear "2021" @default.
- W4200425328 type Work @default.
- W4200425328 citedByCount "0" @default.
- W4200425328 crossrefType "proceedings-article" @default.
- W4200425328 hasAuthorship W4200425328A5012198006 @default.
- W4200425328 hasAuthorship W4200425328A5021128017 @default.
- W4200425328 hasAuthorship W4200425328A5087249825 @default.
- W4200425328 hasConcept C120567893 @default.
- W4200425328 hasConcept C132525143 @default.
- W4200425328 hasConcept C154945302 @default.
- W4200425328 hasConcept C204321447 @default.
- W4200425328 hasConcept C23123220 @default.
- W4200425328 hasConcept C2987255567 @default.
- W4200425328 hasConcept C36464697 @default.
- W4200425328 hasConcept C41008148 @default.
- W4200425328 hasConcept C4554734 @default.
- W4200425328 hasConcept C80444323 @default.
- W4200425328 hasConcept C96711827 @default.
- W4200425328 hasConceptScore W4200425328C120567893 @default.
- W4200425328 hasConceptScore W4200425328C132525143 @default.
- W4200425328 hasConceptScore W4200425328C154945302 @default.
- W4200425328 hasConceptScore W4200425328C204321447 @default.
- W4200425328 hasConceptScore W4200425328C23123220 @default.
- W4200425328 hasConceptScore W4200425328C2987255567 @default.
- W4200425328 hasConceptScore W4200425328C36464697 @default.
- W4200425328 hasConceptScore W4200425328C41008148 @default.
- W4200425328 hasConceptScore W4200425328C4554734 @default.
- W4200425328 hasConceptScore W4200425328C80444323 @default.
- W4200425328 hasConceptScore W4200425328C96711827 @default.
- W4200425328 hasLocation W42004253281 @default.
- W4200425328 hasOpenAccess W4200425328 @default.
- W4200425328 hasPrimaryLocation W42004253281 @default.
- W4200425328 hasRelatedWork W1993715838 @default.
- W4200425328 hasRelatedWork W2000411838 @default.
- W4200425328 hasRelatedWork W2985269190 @default.
- W4200425328 hasRelatedWork W3187460820 @default.
- W4200425328 hasRelatedWork W4200425328 @default.
- W4200425328 hasRelatedWork W4226532794 @default.
- W4200425328 hasRelatedWork W4309189235 @default.
- W4200425328 hasRelatedWork W4327928787 @default.
- W4200425328 hasRelatedWork W822806878 @default.
- W4200425328 hasRelatedWork W969889303 @default.
- W4200425328 isParatext "false" @default.
- W4200425328 isRetracted "false" @default.
- W4200425328 workType "article" @default.