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Ihab F. Ilyas Xu Chu Data Cleaning (Paperback) ACM Collection II (UK IMPORT)

Description: Further DetailsTitle: Data CleaningCondition: NewEAN: 9781450371537ISBN: 9781450371537Publisher: Association of Computing Machinery,U.S.Format: PaperbackRelease Date: 06/30/2019Description: 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.Language: EnglishCountry/Region of Manufacture: USItem Height: 235mmItem Length: 191mmAuthor: Ihab F. Ilyas, Xu ChuGenre: Computing & InternetBook Series: ACM Collection IIRelease Year: 2019 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.

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Ihab F. Ilyas Xu Chu Data Cleaning (Paperback) ACM Collection II (UK IMPORT)

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Book Title: Data Cleaning

Title: Data Cleaning

EAN: 9781450371537

ISBN: 9781450371537

Release Date: 06/30/2019

Release Year: 2019

Country/Region of Manufacture: US

Genre: Computing & Internet

Number of Pages: 282 Pages

Language: English

Publication Name: Data Cleaning

Publisher: Morgan & Claypool Publishers

Item Height: 0.6 in

Subject: General, Data Processing, System Administration / Storage & Retrieval, Databases / General

Publication Year: 2019

Item Weight: 17.3 Oz

Type: Textbook

Subject Area: Mathematics, Computers

Author: Xu Chu, Ihab F. Ilyas

Item Length: 9.2 in

Item Width: 7.5 in

Series: Acm Collection II Ser.

Format: Trade Paperback

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