Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Foundations of Data Quality Management

Foundations of Data Quality Management

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031018923
Condition
New
Product Description

Data quality is one of the most important problems in data management. A database system typically aims to support the creation, maintenance, and use of large amount of data, focusing on the quantity of data. However, real-life data are often dirty: inconsistent, duplicated, inaccurate, incomplete, or stale. Dirty data in a database routinely generate misleading or biased analytical results and decisions, and lead to loss of revenues, credibility and customers. With this comes the need for data quality management. In contrast to traditional data management tasks, data quality management enables the detection and correction of errors in the data, syntactic or semantic, in order to improve the quality of the data and hence, add value to business processes. While data quality has been a longstanding problem for decades, the prevalent use of the Web has increased the risks, on an unprecedented scale, of creating and propagating dirty data. This monograph gives an overview of fundamental issues underlying central aspects of data quality, namely, data consistency, data deduplication, data accuracy, data currency, and information completeness. We promote a uniform logical framework for dealing with these issues, based on data quality rules. The text is organized into seven chapters, focusing on relational data. Chapter One introduces data quality issues. A conditional dependency theory is developed in Chapter Two, for capturing data inconsistencies. It is followed by practical techniques in Chapter 2b for discovering conditional dependencies, and for detecting inconsistencies and repairing data based on conditional dependencies. Matching dependencies are introduced in Chapter Three, as matching rules for data deduplication. A theory of relative information completeness is studied in Chapter Four, revising the classical Closed World Assumption and the Open World Assumption, to characterize incomplete information in the real world. A data currency model is presented in Chapter Five, to identify the current values of entities in a database and to answer queries with the current values, in the absence of reliable timestamps. Finally, interactions between these data quality issues are explored in Chapter Six. Important theoretical results and practical algorithms are covered, but formal proofs are omitted. The bibliographical notes contain pointers to papers in which the results were presented and proven, as well as references to materials for further reading. This text is intended for a seminar course at the graduate level. It is also to serve as a useful resource for researchers and practitioners who are interested in the study of data quality. The fundamental research on data quality draws on several areas, including mathematical logic, computational complexity and database theory. It has raised as many questions as it has answered, and is a rich source of questions and vitality. Table of Contents: Data Quality: An Overview / Conditional Dependencies / Cleaning Data with Conditional Dependencies / Data Deduplication / Information Completeness / Data Currency / Interactions between Data Quality Issues.

Available Colors
Available Sizes
2 Offers Price Range: $29.99 - $50.00
BEST PRICE

Single Product Purchase

$27.00
@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$29.99 $29.99

10% OFF
This deals requires coupon Get Code Here
$27.00
See Site In stock Visit Store

Similar Products

Plant Developmental Biology - Biotechnological Perspectives

$189.00

Basic Concepts in Digital Signal Processing for Seismologists

$39.99

Die Knochengeschwlste

$54.99

Arbeitsweise der selbstttigen Drehbnke

$54.99

Intelligent Information Processing X

$54.99

Just-Right Leveled Readers Sports: B: Field Day

$4.46

Dis/ability in the Americas

$109.99

Chiral Separations

$169.00

Evolution and Diversity of Sex Ratio in Insects and Mites

$329.99

Eigenvalue and Eigenvector Problems in Applied Mechanics

$159.99

Fluid Dynamics of Jet Amplifiers

$54.99

Heat Shock Proteins in Neuroscience

$109.99

RNA Bioinformatics

$169.99

Plant Growth Promoting Rhizobacteria for Sustainable Stress Management

$169.99

The Art of Botanical and Bird Illustration

$12.09

Mglichkeiten und Grenzen der holografischen Prfung von Verbundwerkstoffen

$59.99

Mathematisches Problemlsen in der Studieneingangsphase

$49.99

Drug Toxicity in Embryonic Development II

$84.99

Die Auffindung von Arzneimitteln

$54.99

Prinzipien der Komposition und des Erzhlens bei Dostojevskij

$59.99

Radio Frequency Identification: Security and Privacy Issues

$49.99

Primary Care Medicine for Specialists and Non-Specialists

$54.99

Betrachtungen Ueber Abfluss, Stau und Walzenbildung bei Fliessenden Gewaessern und ihre Verwertung f

$49.99

Ergebnisse der Inneren Medizin und Kinderheilkunde

$59.99

Connected Business

$24.99

Nanostructured Thermoelectric Films

$129.00

Parent-Child Interaction Therapy with Toddlers

$84.99

Industrializing Antebellum America

$54.99

Neuroscience and the Problem of Dual Use

$199.99

The Rise and Fall of Revenue Farming

$169.99

Dynamical Systems VII

$109.99

Physical Sciences and History of Physics

$169.99

Social Web Artifacts for Boosting Recommenders

$109.99

Lawinen

$34.99

Vascular Growth Factors and Angiogenesis

$84.99

Effectivity Functions in Social Choice

$84.99

Das neue Bauvertragsrecht nach BGB kompakt

$44.99

Patientenvertrauen in Krankenhuser

$59.99

Social Media in Politics

$179.99

Einmessung und Verifizierung raumakustischer Gegebenheiten und von Beschallungsanlagen

$84.99