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ISBN: 9783642362569

The issue of data quality is as old as data itself. However, the proliferation of diverse, large-scale and often publically available data on the Web has increased the risk of poor data q… Plus…

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Handbook of Data Quality : Research and Practice - edition reliée, livre de poche

2013, ISBN: 3642362567

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Handbook of Data Quality

The issue of data quality is as old as data itself. However, the proliferation of diverse, large-scale and often publically available data on the Web has increased the risk of poor data quality and misleading data interpretations. On the other hand, data is now exposed at a much more strategic level e.g. through business intelligence systems, increasing manifold the stakes involved for individuals, corporations as well as government agencies. There, the lack of knowledge about data accuracy, currency or completeness can have erroneous and even catastrophic results.

With these changes, traditional approaches to data management in general, and data quality control specifically, are challenged. There is an evident need to incorporate data quality considerations into the whole data cycle, encompassing managerial/governance as well as technical aspects.

Data quality experts from research and industry agree that a unified framework for data quality management should bring together organizational, architectural and computational approaches. Accordingly, Sadiq structured this handbook in four parts: Part I is on organizational solutions, i.e. the development of data quality objectives for the organization, and the development of strategies to establish roles, processes, policies, and standards required to manage and ensure data quality. Part II, on architectural solutions, covers the technology landscape required to deploy developed data quality management processes, standards and policies. Part III, on computational solutions, presents effective and efficient tools and techniques related to record linkage, lineage and provenance, data uncertainty, and advanced integrity constraints. Finally, Part IV is devoted to case studies of successful data quality initiatives that highlight the various aspects of data quality in action. The individual chapters present both an overview of the respective topic in terms of historical research and/or practice and state of the art, as well as specific techniques, methodologies and frameworks developed by the individual contributors.

Researchers and students of computer science, information systems, or business management as well as data professionals and practitioners will benefit most from this handbook by not only focusing on the various sections relevant to their research area or particular practical work, but by also studying chapters that they may initially consider not to be directly relevant to them, as there they will learn about new perspectives and approaches.

Informations détaillées sur le livre - Handbook of Data Quality


EAN (ISBN-13): 9783642362569
ISBN (ISBN-10): 3642362567
Version reliée
Date de parution: 2013
Editeur: Springer Berlin
420 Pages
Poids: 0,808 kg
Langue: Englisch

Livre dans la base de données depuis 2009-10-06T09:39:18+02:00 (Paris)
Page de détail modifiée en dernier sur 2024-01-15T18:10:02+01:00 (Paris)
ISBN/EAN: 3642362567

ISBN - Autres types d'écriture:
3-642-36256-7, 978-3-642-36256-9
Autres types d'écriture et termes associés:
Auteur du livre: sad, sadiq
Titre du livre: handbook research


Données de l'éditeur

Auteur: Shazia Sadiq
Titre: Handbook of Data Quality - Research and Practice
Editeur: Springer; Springer Berlin
438 Pages
Date de parution: 2013-05-23
Berlin; Heidelberg; DE
Imprimé / Fabriqué en
Poids: 7,981 kg
Langue: Anglais
53,49 € (DE)
54,99 € (AT)
59,00 CHF (CH)
POD
XII, 438 p.

BB; Database Management; Hardcover, Softcover / Informatik, EDV/Informatik; Datenbanken; Verstehen; data governance; data integration; data provenance; data quality; data warehouses; database management; duplicate detection; entity resolution; information quality; records management; Information Storage and Retrieval; Management of Computing and Information Systems; Data Structures and Information Theory; Business IT Infrastructure; Database Management; Information Storage and Retrieval; IT Operations; Data Structures and Information Theory; Business IT Infrastructure; Informationsrückgewinnung, Information Retrieval; Data Warehousing; Wirtschaftsmathematik und -informatik, IT-Management; Algorithmen und Datenstrukturen; Informationstheorie; BC; EA; BA

Research and Practice in Data Quality Management.- Data Quality Management Past, Present, and Future: Towards a Management System for Data.- Data Quality Projects and Programs.- On the Evolution of Data Governance in Firms: The Case of Johnson & Johnson Consumer Products North America.- Cost and Value Management for Data Quality.- Data Warehouse Quality: Summary and Outlook.- Using Semantic Web Technologies for Data Quality Management.- Data Glitches: Monsters in your Data.- Generic and Declarative Approaches to Data Quality Management.- Linking Records in Complex Context.- A Practical Guide to Entity Resolution with OYSTER.- Managing Quality of Probabilistic Databases.- Data Fusion: Resolving Conflicts from Multiple Sources.- Ensuring the Quality of Health Information: The Canadian Experience.- Shell’s Global Data Quality Journey.- Creating an Information Centric Organisation Culture at SBI General Insurance.- Epilogue: The Data Quality Profession.

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