FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2939566318> ?p ?o ?g. }

• W2939566318 abstract "Drug development is an expensive and time-consuming process. Literature-based discovery has played a critical role in drug development and may be a supplementary method to help scientists speed up the discovery of drugs. Here, we propose a relation path features embedding based convolutional neural network model with attention mechanism for drug discovery from literature, which we denote as PACNN. First, we use predications from biomedical abstracts to construct a biomedical knowledge graph, and then apply a path ranking algorithm to extract drug-disease relation path features on the biomedical knowledge graph. After that, we use these drug-disease relation features to train a convolutional neural network model which combined with the attention mechanism. Finally, we employ the trained models to mine drugs for treating diseases. The experiment shows that the proposed model achieved promising results, comparing to several random walk algorithms. In this paper, we propose a relation path features embedding based convolutional neural network with attention mechanism for discovering potential drugs from literature. Our method could be an auxiliary method for drug discovery, which can speed up the discovery of new drugs for the incurable diseases." @default.
• W2939566318 created "2019-04-25" @default.
• W2939566318 creator A5003652077 @default.
• W2939566318 creator A5017835678 @default.
• W2939566318 creator A5023931221 @default.
• W2939566318 creator A5035757342 @default.
• W2939566318 creator A5052716348 @default.
• W2939566318 creator A5077044418 @default.
• W2939566318 date "2019-04-01" @default.
• W2939566318 modified "2023-09-27" @default.
• W2939566318 title "Relation path feature embedding based convolutional neural network method for drug discovery" @default.
• W2939566318 cites W1599615952 @default.
• W2939566318 cites W1832693441 @default.
• W2939566318 cites W1970577443 @default.
• W2939566318 cites W1971106435 @default.
• W2939566318 cites W2011726136 @default.
• W2939566318 cites W2029249040 @default.
• W2939566318 cites W2029342376 @default.
• W2939566318 cites W2032349249 @default.
• W2939566318 cites W2087035995 @default.
• W2939566318 cites W2098201295 @default.
• W2939566318 cites W2112796928 @default.
• W2939566318 cites W2118229453 @default.
• W2939566318 cites W2124001239 @default.
• W2939566318 cites W2250601658 @default.
• W2939566318 cites W2271312715 @default.
• W2939566318 cites W2344432445 @default.
• W2939566318 cites W2470673105 @default.
• W2939566318 cites W2532054931 @default.
• W2939566318 cites W2561222886 @default.
• W2939566318 cites W2562110925 @default.
• W2939566318 cites W2753199411 @default.
• W2939566318 cites W2767891136 @default.
• W2939566318 cites W2787229753 @default.
• W2939566318 cites W2805208465 @default.
• W2939566318 cites W2964236337 @default.
• W2939566318 cites W943972918 @default.
• W2939566318 doi "https://doi.org/10.1186/s12911-019-0764-5" @default.
• W2939566318 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6454669" @default.
• W2939566318 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30961599" @default.
• W2939566318 hasPublicationYear "2019" @default.
• W2939566318 type Work @default.
• W2939566318 sameAs 2939566318 @default.
• W2939566318 citedByCount "6" @default.
• W2939566318 countsByYear W29395663182020 @default.
• W2939566318 countsByYear W29395663182021 @default.
• W2939566318 countsByYear W29395663182022 @default.
• W2939566318 countsByYear W29395663182023 @default.
• W2939566318 crossrefType "journal-article" @default.
• W2939566318 hasAuthorship W2939566318A5003652077 @default.
• W2939566318 hasAuthorship W2939566318A5017835678 @default.
• W2939566318 hasAuthorship W2939566318A5023931221 @default.
• W2939566318 hasAuthorship W2939566318A5035757342 @default.
• W2939566318 hasAuthorship W2939566318A5052716348 @default.
• W2939566318 hasAuthorship W2939566318A5077044418 @default.
• W2939566318 hasBestOaLocation W29395663181 @default.
• W2939566318 hasConcept C111472728 @default.
• W2939566318 hasConcept C119857082 @default.
• W2939566318 hasConcept C124101348 @default.
• W2939566318 hasConcept C132525143 @default.
• W2939566318 hasConcept C138885662 @default.
• W2939566318 hasConcept C154945302 @default.
• W2939566318 hasConcept C189430467 @default.
• W2939566318 hasConcept C199360897 @default.
• W2939566318 hasConcept C25343380 @default.
• W2939566318 hasConcept C2776401178 @default.
• W2939566318 hasConcept C2777735758 @default.
• W2939566318 hasConcept C41008148 @default.
• W2939566318 hasConcept C41608201 @default.
• W2939566318 hasConcept C41895202 @default.
• W2939566318 hasConcept C60644358 @default.
• W2939566318 hasConcept C74187038 @default.
• W2939566318 hasConcept C80444323 @default.
• W2939566318 hasConcept C81363708 @default.
• W2939566318 hasConcept C86803240 @default.
• W2939566318 hasConcept C89611455 @default.
• W2939566318 hasConceptScore W2939566318C111472728 @default.
• W2939566318 hasConceptScore W2939566318C119857082 @default.
• W2939566318 hasConceptScore W2939566318C124101348 @default.
• W2939566318 hasConceptScore W2939566318C132525143 @default.
• W2939566318 hasConceptScore W2939566318C138885662 @default.
• W2939566318 hasConceptScore W2939566318C154945302 @default.
• W2939566318 hasConceptScore W2939566318C189430467 @default.
• W2939566318 hasConceptScore W2939566318C199360897 @default.
• W2939566318 hasConceptScore W2939566318C25343380 @default.
• W2939566318 hasConceptScore W2939566318C2776401178 @default.
• W2939566318 hasConceptScore W2939566318C2777735758 @default.
• W2939566318 hasConceptScore W2939566318C41008148 @default.
• W2939566318 hasConceptScore W2939566318C41608201 @default.
• W2939566318 hasConceptScore W2939566318C41895202 @default.
• W2939566318 hasConceptScore W2939566318C60644358 @default.
• W2939566318 hasConceptScore W2939566318C74187038 @default.
• W2939566318 hasConceptScore W2939566318C80444323 @default.
• W2939566318 hasConceptScore W2939566318C81363708 @default.
• W2939566318 hasConceptScore W2939566318C86803240 @default.
• W2939566318 hasConceptScore W2939566318C89611455 @default.
• W2939566318 hasIssue "S2" @default.
• W2939566318 hasLocation W29395663181 @default.
• W2939566318 hasLocation W29395663182 @default.
• W2939566318 hasLocation W29395663183 @default.

• next