A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database
碩士 === 國立雲林科技大學 === 全球運籌管理研究所碩士班 === 97 === Health examinations is the one part of medical service in prevention medicine, while health management is becoming to the goal of development of health exam. Although the hospital has large amounts of information and data about health examination of the pa...
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ndltd-TW-097YUNT57940222016-04-29T04:19:06Z http://ndltd.ncl.edu.tw/handle/49462714868773997770 A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database 應用資料探勘技術於健檢資料庫的顧客關係管理 Kuan-Yu Lin 林冠余 碩士 國立雲林科技大學 全球運籌管理研究所碩士班 97 Health examinations is the one part of medical service in prevention medicine, while health management is becoming to the goal of development of health exam. Although the hospital has large amounts of information and data about health examination of the patients. Including the patient’s base information and disease data. The example of apply of data of health examination to advance the customer relationship management is rare. In our study, we evaluated data of the examination of one district teaching hospital in middle Taiwan. Our study divide two stage. In one stage we used the K-means analysis method to find the custom groups of health examination database. In two stage, we used the C5.0 decision tree classification to find the demands of goal customers. So we established predict models of function tree in systems of liver, GI, kidney, lipid, electrolyte, complete blood check(CBC) and thyroid. These predict models have high accurate rate. ( GI 88.5%, Kidney 100%, Lipid 98.51%, Electrolyte 92.59%, CBC 76.43%, Thyroid 95.79%). Chun-Wei Lin none 林君維 王泰裕 2009 學位論文 ; thesis 92 zh-TW |
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碩士 === 國立雲林科技大學 === 全球運籌管理研究所碩士班 === 97 === Health examinations is the one part of medical service in prevention medicine, while health management is becoming to the goal of development of health exam. Although the hospital has large amounts of information and data about health examination of the patients. Including the patient’s base information and disease data. The example of apply of data of health examination to advance the customer relationship management is rare.
In our study, we evaluated data of the examination of one district teaching hospital in middle Taiwan. Our study divide two stage. In one stage we used the K-means analysis method to find the custom groups of health examination database. In two stage, we used the C5.0 decision tree classification to find the demands of goal customers. So we established predict models of function tree in systems of liver, GI, kidney, lipid, electrolyte, complete blood check(CBC) and thyroid. These predict models have high accurate rate. ( GI 88.5%, Kidney 100%, Lipid 98.51%, Electrolyte 92.59%, CBC 76.43%, Thyroid 95.79%).
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author2 |
Chun-Wei Lin |
author_facet |
Chun-Wei Lin Kuan-Yu Lin 林冠余 |
author |
Kuan-Yu Lin 林冠余 |
spellingShingle |
Kuan-Yu Lin 林冠余 A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
author_sort |
Kuan-Yu Lin |
title |
A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
title_short |
A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
title_full |
A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
title_fullStr |
A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
title_full_unstemmed |
A Study on the Application of Data Mining on Customer Relationship Management for the Health Examination database |
title_sort |
study on the application of data mining on customer relationship management for the health examination database |
publishDate |
2009 |
url |
http://ndltd.ncl.edu.tw/handle/49462714868773997770 |
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