[PDF.04uf] Exploratory Data Mining and Data Cleaning
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Exploratory Data Mining and Data Cleaning
Tamraparni Dasu, Theodore Johnson
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| #2460534 in Books | 2003-05-09 | Original language:English | PDF # 1 | 9.65 x.84 x6.38l,1.12 | File type: PDF | 224 pages||5 of 6 people found the following review helpful.| Terrific intro to the issues|By Just a Customer|This is the best deep and practical introduction to data cleaning that I have seen. It provides an excellent overview of the practical problems in data cleaning, gives a good intuitive feeling for the core issues of outliers and robust statistics, and overviews of a good set of techniques for addressing data cleaning issues in a||"Statisticians not conversant with today's statistical take on DQ should read this book…and be stimulated to do important research in DQ." (Journal of the American Statistical Association, March 2006) |"…uniquely integrates several approa
Written for practitioners of data mining, data cleaning and database management.
Presents a technical treatment of data quality including process, metrics, tools and algorithms.
Focuses on developing an evolving modeling strategy through an iterative data exploration loop and incorporation of domain knowledge.
Addresses methods of detecting, quantifying and correcting data quality issues that can have a significant impact on findings a...
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