A new framework for analyzing and mining medical data with a proposed data warehouse model
Author
Source
Journal of Kufa for Mathematics and Computer
Issue
Vol. 3, Issue 1 (30 Jun. 2016), pp.22-29, 8 p.
Publisher
University of Kufa Faculty of Mathematics and Computers Science
Publication Date
2016-06-30
Country of Publication
Iraq
No. of Pages
8
Main Subjects
Abstract EN
The work in this paper presents a proposed solution for preprocessing, analyzing, mining and data warehouse model for personal medical data collected from different hospitals and clinics.
The proposed solution contains different phases and steps, including Extraction, Transforming and Loading (ETL) and data preprocessing focuses on converting the logged data into categories suitable for analysis and mining process, a star warehouse model was implemented that fulfills the required processing techniques, data are represented by multi-dimensional cubes for efficient and better data representation, and finally link analysis was applied on the data.
The proposed framework is simple and straight forward for implementation.
Personal medical data from different sources mostly in Excel files were converted into clean, complete and consistent data by different preprocessing techniques.
Logged data were converted into high quality, reliable and suitable for analysis and mining process.
Star warehouse schema was implemented since it is very suitable for such type of data and mining techniques.
19900 patients records were collected and used in this work.
Excel and WEKA software were used for the analysis and mining processes.
American Psychological Association (APA)
al-Janabi, Kazim B. S.. 2016. A new framework for analyzing and mining medical data with a proposed data warehouse model. Journal of Kufa for Mathematics and Computer،Vol. 3, no. 1, pp.22-29.
https://search.emarefa.net/detail/BIM-708843
Modern Language Association (MLA)
al-Janabi, Kazim B. S.. A new framework for analyzing and mining medical data with a proposed data warehouse model. Journal of Kufa for Mathematics and Computer Vol. 3, no. 1 (Jun. 2016), pp.22-29.
https://search.emarefa.net/detail/BIM-708843
American Medical Association (AMA)
al-Janabi, Kazim B. S.. A new framework for analyzing and mining medical data with a proposed data warehouse model. Journal of Kufa for Mathematics and Computer. 2016. Vol. 3, no. 1, pp.22-29.
https://search.emarefa.net/detail/BIM-708843
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 28-29
Record ID
BIM-708843