The Development of Health Care Data Warehouses to Support Data Mining

作者: Jason A. Lyman , Kenneth Scully , James H. Harrison

DOI: 10.1016/J.CLL.2007.10.003

关键词:

摘要: Clinical data warehouses offer tremendous benefits as a foundation for mining. By serving source comprehensive clinical and demographic information on large patient populations, they streamline knowledge discovery efforts by providing standard efficient mechanisms to replace time-consuming expensive original collection, organization, processing. Building effective requires of attention key issues in database design, acquisition processing, access security. In this article, the authors provide an operational technical definition warehouses, present examples mining projects enabled existing describe challenges related warehouse development implementation.

参考文章(40)
Gunther Schadow, Paul R. Dexter, Henry C. Chueh, Lonnie Blevins, Greg Abernathy, Jules J. Berman, J. Marc Overhage, John Hook, Clement J. McDonald, SPIN query tools for de-identified research on a humongous database. american medical informatics association annual symposium. ,vol. 2005, pp. 515- 519 ,(2005)
P. Nadkarni, R. Chen, C. Brandt, UMLS concept indexing for production databases: a feasibility study. Journal of the American Medical Informatics Association. ,vol. 8, pp. 80- 91 ,(2001) , 10.1136/JAMIA.2001.0080080
Fabiane Bizinella Nardon, Lincoln A Moura, Knowledge sharing and information integration in healthcare using ontologies and deductive databases. Studies in health technology and informatics. ,vol. 107, pp. 62- 66 ,(2004) , 10.3233/978-1-60750-949-3-62
Jane R. Schubart, Kenneth W. Scully, Robert E. Reynolds, Robert D. Pates, Jonathan S. Einbinder, Case study: a data warehouse for an academic medical center. Journal of healthcare information management. ,vol. 15, pp. 165- 175 ,(2001)
Hagop S. Mekhjian, Jyoti Kamal, Patrick Rogers, Jason Buskirk, Kabardhi Pasuparthi, Using an information warehouse to screen patients for clinical trials: a prototype. american medical informatics association annual symposium. ,vol. 2005, pp. 1004- 1004 ,(2005)
Breen C, Rodrigues Lm, Implementing a data warehouse at Inglis Innovative Services. Journal of healthcare information management. ,vol. 15, pp. 87- 97 ,(2001)
Mark E. Frisse, Laura A. McNamee, R. Lehmann, Brent D. Launsby, K. Ebker, Scaling an expert system data mart: more facilities in real-time. american medical informatics association annual symposium. pp. 498- 502 ,(1998)
Daniel J. Nigrin, Isaac S. Kohane, Scaling a data retrieval and mining application to the enterprise-wide level. american medical informatics association annual symposium. pp. 901- 905 ,(1999)
Mary F. Wisniewski, Piotr Kieszkowski, Brandon M. Zagorski, William E. Trick, Michael Sommers, Robert A. Weinstein, Development of a clinical data warehouse for hospital infection control. Journal of the American Medical Informatics Association. ,vol. 10, pp. 454- 462 ,(2003) , 10.1197/JAMIA.M1299
Hans-Jörg Schek, Stephen Blott, Roger Weber, A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces very large data bases. pp. 194- 205 ,(1998)