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Wisdom Medical-oriented Data Mining Application And Research Of Diagnostic Information

Posted on:2015-01-13Degree:MasterType:Thesis
Country:ChinaCandidate:C Y ZhaoFull Text:PDF
GTID:2268330425481414Subject:Circuits and Systems
Abstract/Summary:PDF Full Text Request
With the development of digital medical information system, the medical service organization accumulated large amount of clinical data and doctor management information. It is hard to find the inner relationship by using the traditional methods. Data mining can be used in medical data analysis to extract the discipline, forecast trend, and discover the amazing pattern. It is very important to improving clinical diagnoses and hospital decision-making ability. The data analysis based on data mining is a new method to boost the medical services quality and hospital’s competitive advantages.The Health Service Platform is becoming more and more popular, which can connect the hospital with patients conveniently. Base on the Health Service Platform, this article supply a system to evaluate the doctors’ability of diagnoses and treatment. This system can help doctors to improve their diagnoses and treatment ability through check their diagnoses records analysis. The evaluation of diagnoses plays a key role in doctor evaluation. We build a sound evaluation principle through disease classification based on misdiagnoses rate. What’s more, we analyze the medical prescription using association analysis algorithm to find frequent pattern in drug match.After analyzing the method for association mining rules, an improved algorithm of frequent item sets mining based on Boolean matrix is put forward. The algorithm can not only scan the transaction database once, but also has a higher running speed and less memory cost. Based on the approach mentioned above, the association analysis with EHR data is carried on, which can find the coalescence and compatibility of medicines. And the result is analyzed at last.
Keywords/Search Tags:Health Service Platform, wise medical, data mining, ICD-10
PDF Full Text Request
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