Data Mining for Direct Marketing : Problems and SolutionsCharles
نویسندگان
چکیده
Direct marketing is a process of identifying likely buyers of certain products and promoting the products accordingly. It is increasingly used by banks, insurance companies, and the retail industry. Data mining can provide an eeective tool for direct marketing. During data mining, several speciic problems arise. For example , the class distribution is extremely imbalanced (the response rate is about 1%), the predictive accuracy is no longer suitable for evaluating learning methods, and the number of examples can be too large. In this paper , we discuss methods of coping with these problems based on our experience on direct-marketing projects using data mining.
منابع مشابه
Data Mining for Direct Marketing: Problems and Solutions
Direct marketing is a process of identifying likely buyers of certain products and promoting the products accordingly. It is increasingly used by banks, insurance companies, and the retail industry. Data mining can provide an effective tool for direct marketing. During data mining, several specific problems arise. For example, the class distribution is extremely imbalanced (the response rate is...
متن کاملData Mining for Direct Marketing : Problems
Direct marketing is a process of identifying likely buyers of certain products and promoting the products accordingly. It is increasingly used by banks, insurance companies, and the retail industry. Data mining can provide an eeective tool for direct marketing. During data mining, several speciic problems arise. For example , the class distribution is extremely imbalanced (the response rate is ...
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