Text as Data: A New Framework for Machine Learning and the Social Sciences (Record no. 2058)

000 -LEADER
fixed length control field 03341cam a22005055i 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230901120828.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 230314t20222022njua b 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780691207544
Qualifying information (hardcover)
International Standard Book Number 0691207542
Qualifying information (hardcover)
International Standard Book Number 9780691207551
Qualifying information (paperback)
International Standard Book Number 0691207550
Qualifying information (paperback)
Canceled/invalid ISBN 9780691207551
Qualifying information electronic book
Canceled/invalid ISBN 9780691207995
Qualifying information ebook
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)on1295105650
040 ## - CATALOGING SOURCE
Original cataloging agency UKMGB
Language of cataloging eng
Transcribing agency UKMGB
Description conventions rda
Modifying agency OCLCO
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-- OCLCF
-- USD
-- YDX
-- PIT
-- OCLCO
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-- MBB
-- SFB
-- QGQ
-- NWQ
-- EAU
-- QGK
-- UND
-- UKMGB
-- QGJ
-- DLC
084 ## - OTHER CLASSIFICATION NUMBER
Classification number 70.03
Number source bcl
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Grimmer, Justin,
9 (RLIN) 7225
Personal name Stewart, Brandon M.
9 (RLIN) 7226
Personal name Roberts, Margaret E.
9 (RLIN) 7227
245 10 - TITLE STATEMENT
Title Text as Data: A New Framework for Machine Learning and the Social Sciences
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Princeton :
Name of producer, publisher, distributor, manufacturer Princeton University Press,
Date of production, publication, distribution, manufacture, or copyright notice [2022]
Date of production, publication, distribution, manufacture, or copyright notice ©2022
300 ## - PHYSICAL DESCRIPTION
Extent xix, 336 pages :
Other physical details illustrations ;
Dimensions 26 cm
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
Content type term still image
Content type code sti
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Media type code n
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Carrier type code nc
Source rdacarrier
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references (pages [307]-329) and index.
520 ## - SUMMARY, ETC.
Summary, etc. "From social media posts and text messages to digital government documents and archives, researchers are bombarded with a deluge of text reflecting the social world. This textual data gives unprecedented insights into fundamental questions in the social sciences, humanities, and industry. Meanwhile new machine learning tools are rapidly transforming the way science and business are conducted. Text as Data shows how to combine new sources of data, machine learning tools, and social science research design to develop and evaluate new insights.Text as Data is organized around the core tasks in research projects using text--representation, discovery, measurement, prediction, and causal inference. The authors offer a sequential, iterative, and inductive approach to research design. Each research task is presented complete with real-world applications, example methods, and a distinct style of task-focused research. Bridging many divides--computer science and social science, the qualitative and the quantitative, and industry and academia--Text as Data is an ideal resource for anyone wanting to analyze large collections of text in an era when data is abundant and computation is cheap, but the enduring challenges of social science remain." --Page 4 of cover.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Text data mining.
9 (RLIN) 7228
Topical term or geographic name entry element Social sciences
General subdivision Data processing.
9 (RLIN) 7229
Topical term or geographic name entry element Machine learning.
9 (RLIN) 6995
Topical term or geographic name entry element Sciences sociales
General subdivision Informatique.
9 (RLIN) 7230
Topical term or geographic name entry element Apprentissage automatique.
9 (RLIN) 7231
Topical term or geographic name entry element Machine learning.
Source of heading or term fast
Authority record control number or standard number (OCoLC)fst01004795
9 (RLIN) 6995
Topical term or geographic name entry element Social sciences
General subdivision Data processing.
Source of heading or term fast
Authority record control number or standard number (OCoLC)fst01122901
9 (RLIN) 7229
Topical term or geographic name entry element Text data mining.
Source of heading or term fast
Authority record control number or standard number (OCoLC)fst02008831
9 (RLIN) 7228
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Roberts, Margaret E.,
Relator term author.
Relationship aut
Real World Object URI https://isni.org/isni/0000000483580847
9 (RLIN) 7232
Personal name Stewart, Brandon M.,
Relator term author.
Relationship aut
9 (RLIN) 7233
856 ## - ELECTRONIC LOCATION AND ACCESS
Materials specified Details (Publisher)
Uniform Resource Identifier <a href="https://press.princeton.edu/books/paperback/9780691207551/text-as-data">https://press.princeton.edu/books/paperback/9780691207551/text-as-data</a>
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
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942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Monography
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent Location Current Location Date acquired Total Checkouts Full call number Barcode Date due Date last seen Date last checked out Price effective from Koha item type
          Library Library 2023-09-01 1 C08-2023-01 111222 2023-09-01 2023-09-01 2023-09-01 2023-09-01 Monography
Deutsche Post Stiftung
 
Istitute of Labor Economics
 
Institute for Environment & Sustainability
 

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