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1
Procedurally Rhetorical Verb-Centric Frame Semantics as a Knowledge Representation for Argumentation Analysis of Biochemistry Articles
Alliheedi, Mohammed. - : University of Waterloo, 2019
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2
Knowledge Mapping Analysis on Text Mining Research of Medicine Related Fields in Different Regions
In: Cross-Cultural Communication; Vol 13, No 9 (2017): Cross-Cultural Communication; 1-9 ; 1923-6700 ; 1712-8358 (2017)
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3
Biomedical term extraction: overview and a new methodology
In: ISSN: 1386-4564 ; EISSN: 1573-7659 ; Information Retrieval Journal ; https://hal-lirmm.ccsd.cnrs.fr/lirmm-01274539 ; Information Retrieval Journal, Springer, 2016, Medical Information Retrieval, 19 (1), pp.59-99. ⟨10.1007/s10791-015-9262-2⟩ (2016)
Abstract: International audience ; Terminology extraction is an essential task in domain knowledge acquisition, as well as for Information Retrieval (IR). It is also a mandatory first step aimed at building/enriching terminologies and ontologies. As often proposed in the literature, existing terminology extraction methods feature linguistic and statistical aspects and solve some problems related (but not completely) to term extraction, e.g. noise, silence, low frequency, large-corpora, complexity of the multi-word term extraction process. In contrast, we propose a cutting edge methodology to extract and to rank biomedical terms, covering the all mentioned problems. This methodology offers several measures based on linguistic, statistical, graphic and web aspects. These measures extract and rank candidate terms with excellent precision: we demonstrate that they outperform previously reported precision results for automatic term extraction, and work with different languages (English, French, and Spanish). We also demonstrate how the use of graphs and the web to assess the significance of a term candidate, enables us to outperform precision results. We evaluated our methodology on the biomedical GENIA and LabTestsOnline corpora and compared it with previously reported measures.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM]; [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [INFO.INFO-WB]Computer Science [cs]/Web; ACM: H.: Information Systems/H.3: INFORMATION STORAGE AND RETRIEVAL/H.3.3: Information Search and Retrieval; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE/I.2.7: Natural Language Processing; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE/I.2.7: Natural Language Processing/I.2.7.1: Language generation; ACM: I.: Computing Methodologies/I.2: ARTIFICIAL INTELLIGENCE/I.2.7: Natural Language Processing/I.2.7.6: Text analysis; ACM: I.: Computing Methodologies/I.5: PATTERN RECOGNITION/I.5.4: Applications/I.5.4.2: Text processing; Automatic Term Extraction; Biomedical Terminology Extraction; BioNLP; Graphs; Natural Language Processing; Text Mining; Web Mining
URL: https://hal-lirmm.ccsd.cnrs.fr/lirmm-01274539/document
https://hal-lirmm.ccsd.cnrs.fr/lirmm-01274539
https://doi.org/10.1007/s10791-015-9262-2
https://hal-lirmm.ccsd.cnrs.fr/lirmm-01274539/file/manley.pdf
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4
Efficient and sparse feature selection for biomedical text classification via the elastic net: Application to ICU risk stratification from nursing notes.
Marafino, Ben J; Boscardin, W John; Dudley, R Adams. - : eScholarship, University of California, 2015
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5
Identification of epistemic topoi in a corpus of biomedical research articles
Gladkova, Olga. - 2011
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6
Identification of epistemic topoi in a corpus of biomedical research articles
Gladkova, Olga. - : University of Waterloo, 2010
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7
A Method for Stopping Active Learning Based on Stabilizing Predictions and the Need for User-Adjustable Stopping ...
Bloodgood, Michael; Vijay-Shanker, K. - : Digital Repository at the University of Maryland, 2009
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8
A Method for Stopping Active Learning Based on Stabilizing Predictions and the Need for User-Adjustable Stopping
Bloodgood, Michael; Vijay-Shanker, K. - : Association for Computational Linguistics, 2009
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9
BioChain: Lexical Chaining Methods for Biomedical Text Summarization
In: http://www.pages.drexel.edu/~lhr24/pubs/2006SAC-BIO-130.pdf (2006)
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10
Applications in pharmacokinetic modeling
Arnold, Esther. - : uga, 2003
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