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APPLYING DATA MINING TECHNIQUES IN CRM
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نویسنده
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EI-Seddawy Ahmed Bahgat ,Moawad Ramadan ,Hana Maha Attia
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منبع
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journal of al azhar university engineering sector - 2010 - دوره : 5 - شماره : 14 - صفحه:159 -172
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چکیده
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Customer relationship management crm is very important factor in enhancing the organization competitiveness. in this paper, data mining dm techniques are used to improve customer services in a radiology centers. clustering customers is needed to find unsatisfied need, promote services packages and create new service packages. the proposed system radiology data mining system rdms consists of three components; preprocessing, clustering and post processing. the data collected is for a period of four month for 6700 transaction. three data sets are constructed from the original data set by dividing the whole data into 90%, 85% and 80% for training and 10%, 15% and 20% for testing respectively. three k-means model are used with k=10, 15 and 18 cluster and each data set is used to calibrate and test the model for a total of nine ones. it is found that the best model is the one with 15 clusters. the clustering results are represented to a medical specialist who found that some results are reasonable and others go along with the center type and its policy.
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کلیدواژه
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Crm ,Dm ,Kd ,Dwh ,K-Means ,Hw ,Sw ,Rdms ,Germ.
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آدرس
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Arab Academy for Science and Technology, College of Management, Egypt, Arab Academy for Science and Technology, College of Computer Science, Egypt, Helwan University, Faculty of Computers and Information, Egypt
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Authors
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