DocumentCode :
1825825
Title :
Software components integration in medical data warehouses: a proposal
Author :
Miquel, Maryvonne ; Tchounikine, Anne
Author_Institution :
Lab. d´´Ingenierie des Syst. d´´Inf., INSA de Lyon, Villeurbanne, France
fYear :
2002
fDate :
2002
Firstpage :
361
Lastpage :
364
Abstract :
Data warehousing is an attractive solution for centralizing and analyzing high-quality data. In the medical research field, this technology can be used to validate assumptions and to discover trends in large amounts of patient data. However, in many medical studies based on knowledge extraction, medical data, and especially raw sensor data, need to be pre-processed before turning to valuable material for data-mining features. Scientists, researchers and physicians emphasize the necessity to be able to select raw sensor data, processed information, and also the appropriate transforming processes. We propose a solution to ease medical data mining by integrating data and processes in a single warehouse. Our solution provides features for loading, modelling and querying a medical data warehouse. The stored data are multi-dimensional data (patient identity, therapeutic data, etc.), raw sensor data (ECG, X-rays, etc.) and software components. A prototype has been implemented and is illustrated in the cardiology domain.
Keywords :
cardiology; data mining; data warehouses; medical information systems; query processing; subroutines; cardiology; data analysis; data loading; data modeling; data transformation processes; database querying; high-quality data centralization; knowledge extraction; medical data mining; medical data preprocessing; medical data warehouse; multidimensional data; patient data; raw sensor data; software component integration; trend discovery; Data analysis; Data mining; Data warehouses; Electrocardiography; Load modeling; Proposals; Raw materials; Sensor phenomena and characterization; Turning; Warehousing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer-Based Medical Systems, 2002. (CBMS 2002). Proceedings of the 15th IEEE Symposium on
ISSN :
1063-7125
Print_ISBN :
0-7695-1614-9
Type :
conf
DOI :
10.1109/CBMS.2002.1011406
Filename :
1011406
Link To Document :
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