Integrity Constraints on Rich Data Types (Record no. 85702)
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001 - CONTROL NUMBER | |
control field | 978-3-031-27177-9 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240730164456.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 230330s2023 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783031271779 |
-- | 978-3-031-27177-9 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 005.73 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 003.54 |
100 1# - AUTHOR NAME | |
Author | Song, Shaoxu. |
245 10 - TITLE STATEMENT | |
Title | Integrity Constraints on Rich Data Types |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2023. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | XI, 146 p. 35 illus., 14 illus. in color. |
490 1# - SERIES STATEMENT | |
Series statement | Synthesis Lectures on Data Management, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Introduction -- Categorical Data -- Heterogeneous Data -- Ordered Data -- Temporal Data -- Graph Data -- Conclusions and Directions -- Index of Data Dependencies -- References. |
520 ## - SUMMARY, ETC. | |
Summary, etc | This book examines the recent trend of extending data dependencies to adapt to rich data types in order to address variety and veracity issues in big data. Readers will be guided through the full range of rich data types where data dependencies have been successfully applied, including categorical data with equality relationships, heterogeneous data with similarity relationships, numerical data with order relationships, sequential data with timestamps, and graph data with complicated structures. The text will also discuss interesting constraints on ordering or similarity relationships contained in novel classes of data dependencies in addition to those in equality relationships, e.g., considered in functional dependencies (FDs). In addition to exploring the concepts of these data dependency notations, the book investigates the extension relationships between data dependencies, such as conditional functional dependencies (CFDs) that extend conventional functional dependencies (FDs). This forms in the book a family tree of extensions, mostly rooted in FDs, that help illuminate the expressive power of various data dependencies. Moreover, the book points to work on the discovery of dependencies from data, since data dependencies are often unlikely to be manually specified in a traditional way, given the huge volume and high variety in big data. It further outlines the applications of the extended data dependencies, in particular in data quality practice. Altogether, this book provides a comprehensive guide for readers to select proper data dependencies for their applications that have sufficient expressive power and reasonable discovery cost. Finally, the book concludes with several directions of future studies on emerging data. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
General subdivision | Data processing. |
700 1# - AUTHOR 2 | |
Author 2 | Chen, Lei. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-27177-9 |
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Koha item type | eBooks |
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-- | Springer International Publishing : |
-- | Imprint: Springer, |
-- | 2023. |
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-- | online resource |
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-- | text file |
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-- | rda |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Data structures (Computer science). |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information theory. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Database management. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information storage and retrieval systems. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information retrieval. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer architecture. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Engineering |
650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Data Structures and Information Theory. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Database Management. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Information Storage and Retrieval. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Data Storage Representation. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Data Engineering. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
-- | 2153-5426 |
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