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Big Data Meets Survey Science: A Collection of Innovative Methods

ISBN: 9781118976340 ;ISBN: 1118976347 ;ISBN: 9781118976326 ;ISBN: 1118976320 ;EISBN: 9781118976333 ;EISBN: 1118976339 ;DOI: 10.1002/9781118976357 ;OCLC: 1193117603

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  • Title:
    Big Data Meets Survey Science: A Collection of Innovative Methods
  • Author: Hill, Craig A ; Biemer, Paul P ; Buskirk, Trent D ; Japec, Lilli ; Kirchner, Antje ; Kolenikov, Stas ; Lyberg, Lars E
  • Subjects: Big data
  • Description: O ffers a clear view of the utility and place for survey data within the broader Big Data ecosystem Thisbookpresents a collection of snapshots fromtwosides of the Big Data perspective.It assemblesan array of tangible tools, methods, and approaches that illustratehow Big Data sources and methods are being used in the survey and social sciences to improve official statistics and estimates for human populations.It also providesexamples of how survey data are being used to evaluate and improve the quality of insights derived from Big Data. Big Data Meets Survey Science: A Collection of Innovative Methods showshow survey data and Big Data are used together for the benefit of one or more sources of data, with numerous chapters providingconsistent illustrations and examples of survey data enriching the evaluation of Big Data sources.Examples of how machine learning, data mining, and other data science techniques are inserted into virtually every stage of the survey lifecycleare presented.Topics covered include:Total Error Frameworks forFound Data;Performance and Sensitivities of Home Detection on Mobile Phone Data;Assessing Community Wellbeing Using Google Street View and Satellite Imagery;Using Surveys to Build and Assess RBS Religious Flag; and more. * Presents groundbreaking survey methods being utilized today in the field of Big Data * Exploreshow machine learning methods can be applied to the design, collection, and analysis of social science data * Filled with examples and illustrations that show how survey data benefits Big Data evaluation * Covers methods and applications used in combining Big Data with survey statistics * Examines regulationsas well asethical and privacy issues Big Data Meets Survey Science: A Collection of InnovativeMethods isan excellent book forboth the survey and social science communities as they learn to capitalize on this new revolution.It will also appeal tothe broader data and computer science communities looking for new areas of application for emerging methods and data sources.
  • Publisher: Newark: Wiley
  • Creation Date: 2020
  • Format: 787
  • Language: English
  • Identifier: ISBN: 9781118976340
    ISBN: 1118976347
    ISBN: 9781118976326
    ISBN: 1118976320
    EISBN: 9781118976333
    EISBN: 1118976339
    DOI: 10.1002/9781118976357
    OCLC: 1193117603
  • Source: Ebook Central Academic Complete
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