Data Cleaning
Language: English
Published by MP-ACM ACM Books, 2019
- Hardcover
- New
Seller: PBShop.store UK, Fairford, GLOS, United KingdomPBShop.store UK
AbeBooks seller since June 11, 1999
Condition: New
£ 67.20
Quantity: 15 available
Add to basketItem description from seller
Seller Inventory # FW-9781450371520
- Title
- Data Cleaning
- Author
- Ihab F. Ilyas
- Publisher
- MP-ACM ACM Books
- Publication year
- 2019
- Condition
- New
- Binding
- HRD
- Language
- English
- ISBN 10
- 1450371523
- ISBN 13
- 9781450371520
- Item weight
- 761 grams
Data quality is one of the most important problems in data management, since dirty data often leads to inaccurate data analytics results and incorrect business decisions.
Poor data across businesses and the U.S. government are reported to cost trillions of dollars a year. Multiple surveys show that dirty data is the most common barrier faced by data scientists. Not surprisingly, developing effective and efficient data cleaning solutions is challenging and is rife with deep theoretical and engineering problems.
This book is about data cleaning, which is used to refer to all kinds of tasks and activities to detect and repair errors in the data. Rather than focus on a particular data cleaning task, we give an overview of the end-to-end data cleaning process, describing various error detection and repair methods, and attempt to anchor these proposals with multiple taxonomies and views. Specifically, we cover four of the most common and important data cleaning tasks, namely, outlier detection, data transformation, error repair (including imputing missing values), and data deduplication. Furthermore, due to the increasing popularity and applicability of machine learning techniques, we include a chapter that specifically explores how machine learning techniques are used for data cleaning, and how data cleaning is used to improve machine learning models.
This book is intended to serve as a useful reference for researchers and practitioners who are interested in the area of data quality and data cleaning. It can also be used as a textbook for a graduate course. Although we aim at covering state-of-the-art algorithms and techniques, we recognize that data cleaning is still an active field of research and therefore provide future directions of research whenever appropriate.
"Synopsis" may belong to another edition of this title.
About the Author
Xu Chu is a tenure-track assistant professor in the School of Computer Science at Georgia Institute of Technology. He obtained his Ph.D. from the University of Waterloo in 2017. His research interests resolve around two themes: using data management technologies to make machine learning more usable, and using machine learning to tackle hard data management problems such as data integration. He won the Microsoft Research Ph.D. Fellowship in 2015. He also received the Cheriton Fellowship from the University of Waterloo, 2013–2015.
"About the title" may belong to another edition of this title.
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