By Carlo Batini,Monica Scannapieco
This publication presents a scientific and comparative description of the titanic variety of study matters relating to the standard of knowledge and knowledge. It does so through providing a valid, built-in and entire overview of the state-of-the-art and destiny improvement of information and data caliber in databases and data systems.
To this finish, it provides an intensive description of the concepts that represent the center of information and knowledge caliber study, together with list linkage (also referred to as item identification), information integration, mistakes localization and correction, and examines the similar thoughts in a entire and unique methodological framework. caliber size definitions and followed versions also are analyzed intimately, and adjustments among the proposed strategies are highlighted and mentioned. moreover, whereas systematically describing facts and data caliber as an self sustaining examine quarter, paradigms and impacts deriving from different components, equivalent to chance idea, statistical info research, info mining, wisdom illustration, and laptop studying also are integrated. final no longer least, the e-book additionally highlights very functional options, resembling methodologies, benchmarks for the simplest strategies, case stories, and examples.
The booklet has been written basically for researchers within the fields of databases and knowledge administration or in natural sciences who're attracted to investigating homes of information and data that experience an impression at the caliber of experiments, methods and on genuine lifestyles. the fabric awarded is additionally sufficiently self-contained for masters or PhD-level classes, and it covers the entire basics and subject matters with out the necessity for different textbooks. info and knowledge process directors and practitioners, who take care of structures uncovered to data-quality matters and accordingly want a systematization of the sphere and sensible equipment within the quarter, also will enjoy the mixture of concrete sensible methods with sound theoretical formalisms.
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Additional info for Data and Information Quality: Dimensions, Principles and Techniques (Data-Centric Systems and Applications)
Data and Information Quality: Dimensions, Principles and Techniques (Data-Centric Systems and Applications) by Carlo Batini,Monica Scannapieco