INFORMATION TECHNOLOGY IMPLEMENTATIONS AND LIMITATIONS IN MEDICAL RESEARCH
Marcin Maciejewski
m.maciejewski@pollub.plPolitechnika Lubelska, Instytut Elektroniki i Technik Informacyjnych (Poland)
Abstract
The article presents an overview of common uses of information technology in medicine and medical diagnostics, also pointing out major obstacles in the process of introducing information technology in the fields above . Information technology tools widely used in medicine include but are not limited to databases, decision algorithms and data processing and mining methods. Major obstacles include heterogeneity of medical data, their complexity and free text descriptions of procedures, diagnoses and interpretations of test results.
Keywords:
data mining, medical data, data processing, heterogenityReferences
Branson A., Hauer T., McClatchey R., Rouglin D., Shamdasani J.: A Data Model for Integrating Heterogeneous Medical Data in the Health-e-Child Project CCS Research Centre Stud Health Technol Inform, 2008.
Google Scholar
Ciosa K.J., Moore G.W.: Uniqueness of medical data mining, Artificial Intelligence in Medicine 26, 2002, 1–24.
Google Scholar
Hariz M., Adnan M., Husain W.: Data Mining for Medical Systems: A Review, Proceedings International Conference on Advances in Computer and Information Technology - ACIT 2012.
Google Scholar
Healey M.P., Jacobson J.E.: Common Medical Diagnoses: An Algorithmic Approach, Saunders, 2006.
Google Scholar
Miller M, Rabczenko D, Wojtyniak B.: Epidemiologia w zdrowiu publicznym, Wydawnictwo Lekarskie PZWL, 1/2010.
Google Scholar
Mitchell T.M.: Machine Learning McGraw-Hill, 2011.
Google Scholar
Morris F. C.: Computer Medical Databases The First Six Decades (1950–2010), Springer, 2011.
Google Scholar
Nguyen H.P., Kreinovich V.: Fuzzy Logic and its Applications in Medicine
Google Scholar
Phuong N. H., Kreinovich V.: Fuzzy logic and its applications in medicine. Int. J. Med. Inform., 2001.
Google Scholar
Salski A., Holsten B., Trepel M.: A fuzzy approach to ecological modelling and data analysis, Handbook of Ecological Modelling and Informatics, Wit Press, 01/2009.
Google Scholar
Shortliffe, E.H., Cimino J. J.: Biomedical Informatics Computer Applications in Health Care and Biomedicine, Springer, 2014.
Google Scholar
Tarski A.: Introduction to Logic and to theMethodology of Deductive Sciences,Courier Dover Publications, Oxford University Press, 1994.
Google Scholar
Wojtusiak J.: Semantic Data Types in Machine Learning from Healthcare Data, Proceedings of the International Conference on Machine Learning and Applications (ICMLA), Florida, 2012.
Google Scholar
Zadeh L.A.: Fuzzy sets, Information and Control, 1965.
Google Scholar
http://guidetodatamining.com/
Google Scholar
http://www.cdisc.org/
Google Scholar
http://www.cdisc.org/system/files/all/article/image/jpeg/newdataset.jpg
Google Scholar
http://www.hl7.org/
Google Scholar
http://i.msdn.microsoft.com/dynimg/IC117351.gif
Google Scholar
http://www.openehr.org/
Google Scholar
http://www.openehr.org/files/what_is_openehr/multi_level_modelling.png
Google Scholar
http://www.who.int/classifications/icd/en/
Google Scholar
Authors
Marcin Maciejewskim.maciejewski@pollub.pl
Politechnika Lubelska, Instytut Elektroniki i Technik Informacyjnych Poland
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