2019
Context-specific interaction networks from vector representation of words
Manica M, Mathis R, Cadow J, Rodríguez Martínez M. Context-specific interaction networks from vector representation of words. Nature Machine Intelligence 2019, 1: 181-190. DOI: 10.1038/s42256-019-0036-1.Peer-Reviewed Original ResearchVector representations of wordsVector representationRepresentations of wordsDomain-specific knowledgeMetric outperformsUnsupervised methodBiomedical articlesSemantic rulesBiomedical publicationsExpert knowledgeScientific domainsRobust to parameter choicesParameter choicesMetricsCorpusBiomedical factsManual curationExtract interactionsInteraction networkCancer typesSTRING databaseWordsVectorNetworkAnnotation
2017
Contextualizing Citations for Scientific Summarization using Word Embeddings and Domain Knowledge
Cohan A, Goharian N. Contextualizing Citations for Scientific Summarization using Word Embeddings and Domain Knowledge. 2017, 1133-1136. DOI: 10.1145/3077136.3080740.Peer-Reviewed Original ResearchDomain knowledgeDistributed representation of wordsState-of-the-artRepresentations of wordsScientific summarizationWord embeddingsUnsupervised modelCitation textDistributed representationContextualizing citationsEvaluation resultsSummarizationCitationsReference paperContextual methodScientific articlesEmbeddingDomainWordsKnowledgeTextModel
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