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Data Cleaning: A Practical Perspective [Synthesis Lectures on Data Management, 3
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- Buy It NowData Cleaning: A Practical Perspective [Synthesis Lectures on Data Management, 3
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eBay item number:404105468177
Item specifics
- Condition
- Book Title
- Data Cleaning: A Practical Perspective (Synthesis Lectures on Da
- ISBN
- 9781608456772
- EAN
- 9781608456772
- Publication Year
- 2013
- Series
- Synthesis Lectures on Data Management Ser.
- Type
- Textbook
- Format
- Trade Paperback
- Language
- English
- Publication Name
- Data Cleaning : a Practical Perspective
- Item Length
- 9.3in
- Publisher
- Morgan & Claypool Publishers
- Item Width
- 7.5in
- Number of Pages
- 85 Pages
About this product
Product Information
Data warehouses consolidate various activities of a business and often form the backbone for generating reports that support important business decisions. Errors in data tend to creep in for a variety of reasons. Some of these reasons include errors during input data collection and errors while merging data collected independently across different databases. These errors in data warehouses often result in erroneous upstream reports, and could impact business decisions negatively. Therefore, one of the critical challenges while maintaining large data warehouses is that of ensuring the quality of data in the data warehouse remains high. The process of maintaining high data quality is commonly referred to as data cleaning. In this book, we first discuss the goals of data cleaning. Often, the goals of data cleaning are not well defined and could mean different solutions in different scenarios. Toward clarifying these goals, we abstract out a common set of data cleaning tasks that often need to be addressed. This abstraction allows us to develop solutions for these common data cleaning tasks. We then discuss a few popular approaches for developing such solutions. In particular, we focus on an operator-centric approach for developing a data cleaning platform. The operator-centric approach involves the development of customizable operators that could be used as building blocks for developing common solutions. This is similar to the approach of relational algebra for query processing. The basic set of operators can be put together to build complex queries. Finally, we discuss the development of custom scripts which leverage the basic data cleaning operators along with relational operators to implement effective solutions for data cleaning tasks. Table of Contents: Preface / Acknowledgments / Introduction / Technological Approaches / Similarity Functions / Operator: Similarity Join / Operator: Clustering / Operator: Parsing / Task: Record Matching / Task: Deduplication / Data Cleaning Scripts / Conclusion / Bibliography / Authors' Biographies
Product Identifiers
Publisher
Morgan & Claypool Publishers
ISBN-10
1608456773
ISBN-13
9781608456772
eBay Product ID (ePID)
128770538
Product Key Features
Publication Name
Data Cleaning : a Practical Perspective
Format
Trade Paperback
Language
English
Publication Year
2013
Series
Synthesis Lectures on Data Management Ser.
Type
Textbook
Number of Pages
85 Pages
Dimensions
Item Length
9.3in
Item Width
7.5in
Additional Product Features
Table of Content
Preface Acknowledgments Introduction Technological Approaches Similarity Functions Operator: Similarity Join Operator: Clustering Operator: Parsing Task: Record Matching Task: Deduplication Data Cleaning Scripts Conclusion Bibliography Authors' Biographies
Topic
Data Processing, Databases / General
Genre
Computers
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