Drawing Representative Samples from Large Databases

Wen-Chi Hou; Hong Guo; Feng Yan; Qiang Zhu

doi:10.4018/978-1-59140-557-3.ch079

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Drawing Representative Samples from Large Databases

Wen-Chi Hou, Hong Guo, Feng Yan, Qiang Zhu

Source Title: Encyclopedia of Data Warehousing and Mining

DOI: 10.4018/978-1-59140-557-3.ch079

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Abstract

Sampling has been used in areas like selectivity estimation (Hou & Ozsoyoglu, 1991; Haas & Swami, 1992, Jermaine, 2003; Lipton, Naughton & Schnerder, 1990; Wu, Agrawal, & Abbadi, 2001), OLAP (Acharya, Gibbons, & Poosala, 2000), clustering (Agrawal, Gehrke, Gunopulos, & Raghavan, 1998; Palmer & Faloutsos, 2000), and spatial data mining (Xu, Ester, Kriegel, & Sander, 1998). Due to its importance, sampling has been incorporated into modern database systems.

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