An approach for solving multi-level diagnosis in high sensitivity medical diagnosis systems through the application of semantic technologies
作者： Alejandro Rodríguez-González , Giner Alor-Hernández
DOI: 10.1016/J.COMPBIOMED.2012.10.007
关键词: Data mining 、 Artificial intelligence 、 Medical diagnosis 、 Sensitivity (control systems) 、 Computer science 、 Element (category theory) 、 Semantic technology 、 Machine learning 、 Point (geometry) 、 Context (language use) 、 Knowledge base 、 Inference
摘要: The capability of medical diagnosis systems to provide results in different situations depends on the modeling knowledge base. In case high sensitivity systems, having an adequate model allows increase accuracy system even where number input elements is low. this context concept multi-level emerges, a pathology can be assumed as diagnostic element another (acting finding). paper studied depth from point view, providing solution based rule inference techniques modeled with semantic technologies, and allowing solving problem generated by diagnosis.
sci-hub.se 参考文章(69)
J.-S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system systems man and cybernetics. ,vol. 23, pp. 665- 685 ,(1993) , 10.1109/21.256541
Valérie Bertaud-Gounot, Régis Duvauferrier, Anita Burgun, Ontology and medical diagnosis. Informatics for Health & Social Care. ,vol. 37, pp. 51- 61 ,(2012) , 10.3109/17538157.2011.590258
Dimitri A. Raptis, Tobias Mettler, Kostas Tzanas, Rolf Graf, A novel open-source web-based platform promoting collaboration of healthcare professionals and biostatisticians: A design science approach Informatics for Health & Social Care. ,vol. 37, pp. 22- 36 ,(2012) , 10.3109/17538157.2011.590257
Maja Hadzic, Elizabeth Chang, Medical ontologies to support human disease research and control International Journal of Web and Grid Services. ,vol. 1, pp. 139- 150 ,(2005) , 10.1504/IJWGS.2005.008318
Sue London, DXplain: a Web-based diagnostic decision support system for medical students. Medical Reference Services Quarterly. ,vol. 17, pp. 17- 28 ,(1998) , 10.1300/J115V17N02_02
Mark L. Graber, Ashlei Mathew, Performance of a Web-Based Clinical Diagnosis Support System for Internists Journal of General Internal Medicine. ,vol. 23, pp. 37- 40 ,(2008) , 10.1007/S11606-007-0271-8
Ángel García-Crespo, Alejandro Rodríguez, Myriam Mencke, Juan Miguel Gómez-Berbís, Ricardo Colomo-Palacios, ODDIN: Ontology-driven differential diagnosis based on logical inference and probabilistic refinements Expert Systems With Applications. ,vol. 37, pp. 2621- 2628 ,(2010) , 10.1016/J.ESWA.2009.08.016
Damaris Fuentes-Lorenzo, Jorge Morato, Juan Miguel Gómez, Knowledge management in biomedical libraries: A semantic web approach Information Systems Frontiers. ,vol. 11, pp. 471- 480 ,(2009) , 10.1007/S10796-009-9159-Y
Stephen A. Berger, GIDEON: a computer program for diagnosis, simulation, and informatics in the fields of geographic medicine and emerging diseases. Emerging Infectious Diseases. ,vol. 7, pp. 550- 550 ,(2001) , 10.3201/EID0707.017729
Miltiadis D. Lytras, Roberto Garcia, Semantic Web applications : a framework for industry and business exploitation -What is needed for the adoption of the Semantic Web from the market and industry International Journal of Knowledge and Learning. ,vol. 4, pp. 93- 108 ,(2008) , 10.1504/IJKL.2008.019739