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An Overview of Data Mining and Knowledge Discovery 被引量:8

An Overview of Data Mining and Knowledge Discovery
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摘要 With massive amounts of data stored in databases, mining information and knowledge in databases has become an important issue in recent research. Researchers in many different fields have shown great interest in data mining and knowledge discovery in databases. Several emerging applications in information providing services, such as data warehousing and on-line services over the Internet, also call for various data mining and knowledge discovery techniques to understand user behavior better, to improve the service provided, and to increase the business opportunities. In response to such a demand, this article is to provide a comprehensive survey on the data mining and knowledge discovery techniques developed recently, and introduce some real application systems as well. In conclusion, this article also lists some problems and challenges for further research. With massive amounts of data stored in databases, mining information and knowledge in databases has become an important issue in recent research. Researchers in many different fields have shown great interest in data mining and knowledge discovery in databases. Several emerging applications in information providing services, such as data warehousing and on-line services over the Internet, also call for various data mining and knowledge discovery techniques to understand user behavior better, to improve the service provided, and to increase the business opportunities. In response to such a demand, this article is to provide a comprehensive survey on the data mining and knowledge discovery techniques developed recently, and introduce some real application systems as well. In conclusion, this article also lists some problems and challenges for further research.
出处 《Journal of Computer Science & Technology》 SCIE EI CSCD 1998年第4期348-368,共21页 计算机科学技术学报(英文版)
关键词 Knowledge discovery in databases data mining machine learning association rule CLASSIFICATION data clustering data generalization pattern searching Knowledge discovery in databases, data mining, machine learning,association rule, classification, data clustering, data generalization, pattern searching
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