Big Data Integration

Big Data Integration
Author :
Publisher : Morgan & Claypool Publishers
Total Pages : 200
Release :
ISBN-13 : 9781627052245
ISBN-10 : 1627052240
Rating : 4/5 (40 Downloads)

Book Synopsis Big Data Integration by : Xin Luna Dong

Download or read book Big Data Integration written by Xin Luna Dong and published by Morgan & Claypool Publishers. This book was released on 2015-02-01 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The big data era is upon us: data are being generated, analyzed, and used at an unprecedented scale, and data-driven decision making is sweeping through all aspects of society. Since the value of data explodes when it can be linked and fused with other data, addressing the big data integration (BDI) challenge is critical to realizing the promise of big data. BDI differs from traditional data integration along the dimensions of volume, velocity, variety, and veracity. First, not only can data sources contain a huge volume of data, but also the number of data sources is now in the millions. Second, because of the rate at which newly collected data are made available, many of the data sources are very dynamic, and the number of data sources is also rapidly exploding. Third, data sources are extremely heterogeneous in their structure and content, exhibiting considerable variety even for substantially similar entities. Fourth, the data sources are of widely differing qualities, with significant differences in the coverage, accuracy and timeliness of data provided. This book explores the progress that has been made by the data integration community on the topics of schema alignment, record linkage and data fusion in addressing these novel challenges faced by big data integration. Each of these topics is covered in a systematic way: first starting with a quick tour of the topic in the context of traditional data integration, followed by a detailed, example-driven exposition of recent innovative techniques that have been proposed to address the BDI challenges of volume, velocity, variety, and veracity. Finally, it presents merging topics and opportunities that are specific to BDI, identifying promising directions for the data integration community.


Big Data Integration Related Books

Big Data Integration
Language: en
Pages: 200
Authors: Xin Luna Dong
Categories: Computers
Type: BOOK - Published: 2015-02-01 - Publisher: Morgan & Claypool Publishers

DOWNLOAD EBOOK

The big data era is upon us: data are being generated, analyzed, and used at an unprecedented scale, and data-driven decision making is sweeping through all asp
Big Data Analytics
Language: en
Pages: 143
Authors: David Loshin
Categories: Computers
Type: BOOK - Published: 2013-08-23 - Publisher: Elsevier

DOWNLOAD EBOOK

Big Data Analytics will assist managers in providing an overview of the drivers for introducing big data technology into the organization and for understanding
Big Data For Dummies
Language: en
Pages: 336
Authors: Judith S. Hurwitz
Categories: Computers
Type: BOOK - Published: 2013-04-02 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Find the right big data solution for your business or organization Big data management is one of the major challenges facing business, industry, and not-for-pro
Data Warehousing in the Age of Big Data
Language: en
Pages: 371
Authors: Krish Krishnan
Categories: Computers
Type: BOOK - Published: 2013-05-02 - Publisher: Newnes

DOWNLOAD EBOOK

Data Warehousing in the Age of the Big Data will help you and your organization make the most of unstructured data with your existing data warehouse. As Big Dat
Big Data Application in Power Systems
Language: en
Pages: 450
Authors: Reza Arghandeh
Categories: Technology & Engineering
Type: BOOK - Published: 2024-07-01 - Publisher: Elsevier

DOWNLOAD EBOOK

Big Data Application in Power Systems, Second Edition presents a thorough update of the previous volume, providing readers with step-by-step guidance in big dat