Data and Information Quality

Data and Information Quality

AngličtinaPevná vazbaTisk na objednávku
Batini Carlo
Springer, Berlin
EAN: 9783319241043
Tisk na objednávku
Předpokládané dodání v pátek, 21. června 2024
3 159 Kč
Běžná cena: 3 510 Kč
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Podrobné informace

This book provides a systematic and comparative description of the vast number of research issues related to the quality of data and information. It does so by delivering a sound, integrated and comprehensive  overview of the state of the art and future development of data and information quality in databases and information systems.

To this end, it presents an extensive description of the techniques that constitute the core of data and information quality research, including record linkage (also called object identification), data integration, error localization and correction, and examines the related techniques in a comprehensive and original methodological framework. Quality dimension definitions and adopted models are also analyzed in detail, and differences between the proposed solutions are highlighted and discussed. Furthermore, while systematically describing data and information quality as an autonomous research area, paradigms and influences deriving from other areas, such as probability theory, statistical data analysis, data mining, knowledge representation, and machine learning are also included. Last not least, the book also highlights very practical solutions, such as methodologies, benchmarks for the most effective techniques, case studies, and examples.

The book has been written primarily for researchers in the fields of databases and information management or in  natural sciences who are interested in investigating properties of data and information that have an impact on the quality of experiments, processes and on real life. The material presented is also sufficiently self-contained for masters or PhD-level courses, and it covers all the fundamentals and topics without the need for other textbooks. Data and information system administrators and practitioners, who deal with systems exposed to data-quality issues and as a result need a systematization of the field and practical methods in the area, will also benefit from thecombination of concrete practical approaches with sound theoretical formalisms.

EAN 9783319241043
ISBN 3319241044
Typ produktu Pevná vazba
Vydavatel Springer, Berlin
Datum vydání 13. června 2016
Stránky 500
Jazyk English
Rozměry 235 x 155
Země Switzerland
Sekce Professional & Scholarly
Autoři Batini Carlo; Scannapieco Monica
Ilustrace 53 Illustrations, color; 207 Illustrations, black and white; XXVIII, 500 p. 260 illus., 53 illus. in color.
Edice 1st ed. 2016
Série Data-Centric Systems and Applications