Exploring the Application of Deep Learning Techniques on Medical Text Corpora

Studies in Health Technology and Informatics

Volumn 205, Issue , 2014, Pages 584-588

  Minarro Gimenez, Jose Antonio ^a   Marin Alonso, Oscar ^a,b   Samwald, Matthias ^a  

^a MEDICAL UNIVERSITY OF VIENNA   (Austria)

^b UNIVERSITY OF ALICANTE   (Spain)

Author keywords

biomedical literature; Deep learning; evaluation system

Indexed keywords

ONTOLOGY; PETROLEUM RESERVOIR EVALUATION; PHYSIOLOGY;

BACK-GROUND KNOWLEDGE; BIOMEDICAL LITERATURE; EVALUATION SYSTEMS; LEARNING TECHNIQUES; LEARNING TECHNOLOGY; MEDICAL KNOWLEDGE; PHYSIOLOGICAL EFFECTS; PHYSIOLOGICAL PROCESS;

DEEP LEARNING;

ALGORITHM; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER PROGRAM; CONTROLLED VOCABULARY; NATURAL LANGUAGE PROCESSING; PROCEDURES; PUBLICATION; SEMANTICS;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; MANUSCRIPTS, MEDICAL; NATURAL LANGUAGE PROCESSING; PATTERN RECOGNITION, AUTOMATED; SEMANTICS; SOFTWARE; VOCABULARY, CONTROLLED;

EID: 84929513965     PISSN: 09269630     EISSN: 18798365     Source Type: Book Series    
DOI: 10.3233/978-1-61499-432-9-584     Document Type: Conference Paper

References (6)

1. Roberts RJ. PubMed Central: The GenBank of the published literature. Proc Natl Acad Sci USA. 2001;16: 381-382.
2. Kim JD, Ohta T, Tsujii J. Corpus annotation for mining biomedical events from literature. BMC Bioinformatics. 2008; 9: 10.
3. Albright A, Lanfranchi A, Fredriksen A, Styler WF, Warner C, Hwang JD, et al. Towards comprehensive syntactic and semantic annotations of the clinical narrative. J Am Med Inform Assoc. 2013; 20: 922-930.
4. Bengio Y, Courville A, Vincent P. Representation Learning: A Review and New Perspectives. IEEE Trans. PAMI, special issue Learning Deep Architectures. 2013 Aug; 8(35): 1798-1828.
5. Mikolov T, Chen K, Corrado G, Dean J. Efficient Estimation of Word Representations in Vector Space. In Proceedings of Workshop at International Conference on Learning Representations; 2013 May 2-4; Scottsdale: Arizona.
6. Mikolov T, Yih W, Zweig G. Linguistic Regularities in Continuous Space Word Representations. In Proceedings of Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies; 2013 June 9-15; Atlanta: Georgia.