Analysis of Integrated Data
Language: English
Published by Chapman and Hall/CRC 2021-06, 2021
Series: Book 36 of 40 - Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences
- Softcover
- New
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Condition: New
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Seller Inventory # 6666-IUK-9781032092782
- Title
- Analysis of Integrated Data
- Author
- Zhang, Li-Chun
- Publisher
- Chapman and Hall/CRC 2021-06
- Publication year
- 2021
- Condition
- New
- Binding
- PF
- Language
- English
- ISBN 10
- 1032092785
- ISBN 13
- 9781032092782
- Series
- Book 36 of 40: Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences
The advent of "Big Data" has brought with it a rapid diversification of data sources, requiring analysis that accounts for the fact that these data have often been generated and recorded for different reasons. Data integration involves combining data residing in different sources to enable statistical inference, or to generate new statistical data for purposes that cannot be served by each source on its own. This can yield significant gains for scientific as well as commercial investigations.
However, valid analysis of such data should allow for the additional uncertainty due to entity ambiguity, whenever it is not possible to state with certainty that the integrated source is the target population of interest. Analysis of Integrated Data aims to provide a solid theoretical basis for this statistical analysis in three generic settings of entity ambiguity: statistical analysis of linked datasets that may contain linkage errors; datasets created by a data fusion process, where joint statistical information is simulated using the information in marginal data from non-overlapping sources; and estimation of target population size when target units are either partially or erroneously covered in each source.
- Covers a range of topics under an overarching perspective of data integration.
- Focuses on statistical uncertainty and inference issues arising from entity ambiguity.
- Features state of the art methods for analysis of integrated data.
- Identifies the important themes that will define future research and teaching in the statistical analysis of integrated data.
Analysis of Integrated Data is aimed primarily at researchers and methodologists interested in statistical methods for data from multiple sources, with a focus on data analysts in the social sciences, and in the public and private sectors.
"Synopsis" may belong to another edition of this title.
About the Author
Li-Chun Zhang is Professor in Social Statistics at the University of Southampton, UK, Senior Researcher at Statistics Norway, Norway, and Professor in Official Statistics at the University of Oslo, Norway.
Raymond Chambers is Professor of Statistical Methodology at the University of Wollongong, Australia.
"About the title" may belong to another edition of this title.
Chiron Media
Wallingford, United Kingdom
AbeBooks seller since August 2, 2010
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