Chapter 9 Causal and Predictive Modeling in Computational Social Science

"The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportuni...
Ausführliche Beschreibung

Gespeichert in:

Autor*in:	Engel, Uwe [verfasserIn]

Format:	E-Book
Sprache:	Englisch

Erschienen:	Erscheinungsort nicht ermittelbar: Taylor & Francis ; 2021

Rechteinformationen:	Open Access Creative Commons ; https://creativecommons.org/licenses/by-nc-nd/4.0

Schlagwörter:	Psychology Psychological methodology

Umfang:	1 Online-Ressource (20 p.)

Links:	Link aufrufen Link aufrufen Link aufrufen
ISBN:	978-1-003-02458-3 978-0-367-45653-5 978-0-367-45652-8

Katalog-ID:	1836506554

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spelling	9781003024583 10 978-1-003-02458-3 9780367456535 978-0-367-45653-5 9780367456528 978-0-367-45652-8 (DE-627)1836506554 (DE-599)KEP077634446 (OCoLC)1302642734 (OAPEN)51413 (EBP)077634446 DE-627 eng DE-627 rda eng JM bicssc JMB bicssc Engel, Uwe verfasserin aut Chapter 9 Causal and Predictive Modeling in Computational Social Science [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (20 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star "The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This first volume focuses on the scope of computational social science, ethics, and case studies. It covers a range of key issues, including open science, formal modeling, and the social and behavioral sciences. This volume explores major debates, introduces digital trace data, reviews the changing survey landscape, and presents novel examples of computational social science research on sensing social interaction, social robots, bots, sentiment, manipulation, and extremism in social media. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors." Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English Psychology Psychological methodology https://library.oapen.org/bitstream/id/166982a0-85bc-4462-bff0-824a414ecb7a/9781003024583_10.4324_9781003024583-10.pdf X:OAPEN Verlag kostenfrei https://library.oapen.org/handle/20.500.12657/51413 X:OAPEN Verlag kostenfrei ZDB-94-OAL GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_23 ISIL_DE-830 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_34 ISIL_DE-18-302 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_95 ISIL_DE-542 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_187 ISIL_DE-Ki95 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_603 ISIL_DE-B1556 GBV_ILN_808 GBV_ILN_2403 ISIL_DE-LFER BO 22 01 0018 4280162476 OLR-ZDB-94-OAL OAPEN Library zu 01-03-23 23 01 0830 4280714738 OLR-OAPEN f z 01-03-23 30 01 0104 4281075755 GBV-OAPEN z 01-03-23 31 01 0027 4280357242 z 01-03-23 34 01 3551 4278912757 OLR-OAPEN zi002 01-03-23 39 01 0547 4281267131 GBV-OAPEN ke 01-03-23 40 01 0007 4279981248 OLR-OAPEN xsn 01-03-23 63 01 3401 4281650466 E-Books LF GBV-OAPEN z 01-03-23 65 01 0003 4281899693 OLR-OAPEN z 01-03-23 70 01 0089 428053568X OLR-OAPEN-OA OAPEN Online Library Open Access eBook z 01-03-23 72 01 0035 4278735413 OLR-OAPEN-OA OAPEN Online Library Open Access eBook z 01-03-23 95 01 3095 4343263061 OLR-OAL Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 24-06-23 110 01 3110 4281452702 OLR-GBV-OAPEN Open Access z 01-03-23 136 01 3526 4279626723 OLR-OAPEN z 01-03-23 147 01 3528 4282098384 OLR-OAPEN frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-03-23 161 01 0960 4278169434 OLR-OAPEN OAPEN Online Library Open Access eBook z 28-02-23 187 01 3520 4278553919 JSTOR Open Access eBook z 28-02-23 213 01 0551 4279267928 OLR-OAPEN OAPEN Online Library Open Access eBook z 01-03-23 230 01 0552 4279445109 OLR-OAPEN OAPEN Online Library Open Access eBook z 01-03-23 283 01 3283 427980401X OLR-OAL z 01-03-23 293 01 3293 4278348274 OLR-OAPEN OAPEN Online Library Open Access eBook z 28-02-23 370 01 4370 4279090491 OLR-FREE Kostenloser Zugriff z 01-03-23 603 01 4603 4277991211 OLR-OAPEN Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 28-02-23 808 01 4808 4280893829 OLR-OAPEN OAPEN Library zg 01-03-23 2403 01 DE-LFER 4308603560 00 --%%-- --%%-- n --%%-- l01 13-04-23 22 01 0018 Volltextzugang https://library.oapen.org/handle/20.500.12657/51413 23 01 0830 https://library.oapen.org/handle/20.500.12657/51413 30 01 0104 Open Access https://library.oapen.org/handle/20.500.12657/51413 31 01 0027 eBook GBV-OAPEN https://library.oapen.org/handle/20.500.12657/51413 34 01 3551 OpenAccess https://library.oapen.org/handle/20.500.12657/51413 40 01 0007 Volltext, Open Access https://library.oapen.org/handle/20.500.12657/51413 63 01 3401 E-Book https://library.oapen.org/handle/20.500.12657/51413 65 01 0003 Open Access https://library.oapen.org/handle/20.500.12657/51413 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=10728&bib_id=ulb_hal 70 01 0089 https://library.oapen.org/handle/20.500.12657/51413 LF 72 01 0035 https://library.oapen.org/handle/20.500.12657/51413 95 01 3095 https://library.oapen.org/handle/20.500.12657/51413 110 01 3110 Open Access https://library.oapen.org/handle/20.500.12657/51413 136 01 3526 Open Access https://library.oapen.org/handle/20.500.12657/51413 147 01 3528 https://library.oapen.org/handle/20.500.12657/51413 161 01 0960 https://library.oapen.org/handle/20.500.12657/51413 LF 187 01 3520 https://library.oapen.org/handle/20.500.12657/51413 213 01 0551 https://library.oapen.org/handle/20.500.12657/51413 230 01 0552 https://library.oapen.org/handle/20.500.12657/51413 283 01 3283 https://library.oapen.org/handle/20.500.12657/51413 293 01 3293 https://library.oapen.org/handle/20.500.12657/51413 LF 370 01 4370 https://library.oapen.org/handle/20.500.12657/51413 603 01 4603 https://library.oapen.org/handle/20.500.12657/51413 808 01 4808 Volltextzugang https://library.oapen.org/handle/20.500.12657/51413 2403 01 DE-LFER https://library.oapen.org/bitstream/id/166982a0-85bc-4462-bff0-824a414ecb7a/9781003024583_10.4324_9781003024583-10.pdf 31 01 0027 00 eBook GBV-OAPEN 22 01 0018 OLR-ZDB-94-OAL 23 01 0830 OLR-OAPEN 30 01 0104 GBV-OAPEN 34 01 3551 OLR-OAPEN 39 01 0547 GBV-OAPEN 39 01 0547 LF 40 01 0007 OLR-OAPEN 63 01 3401 E-Books LF GBV-OAPEN 65 01 0003 OLR-OAPEN 70 01 0089 OLR-OAPEN-OA 72 01 0035 OLR-OAPEN-OA 95 01 3095 OLR-OAL 110 01 3110 OLR-GBV-OAPEN 136 01 3526 OLR-OAPEN 147 01 3528 OLR-OAPEN 161 01 0960 OLR-OAPEN 213 01 0551 OLR-OAPEN 230 01 0552 OLR-OAPEN 283 01 3283 OLR-OAL 293 01 3293 OLR-OAPEN 370 01 4370 OLR-FREE 370 01 4370 olr-ebook GBV-OAPEN 603 01 4603 OLR-OAPEN 808 01 4808 OLR-OAPEN
allfields_unstemmed	9781003024583 10 978-1-003-02458-3 9780367456535 978-0-367-45653-5 9780367456528 978-0-367-45652-8 (DE-627)1836506554 (DE-599)KEP077634446 (OCoLC)1302642734 (OAPEN)51413 (EBP)077634446 DE-627 eng DE-627 rda eng JM bicssc JMB bicssc Engel, Uwe verfasserin aut Chapter 9 Causal and Predictive Modeling in Computational Social Science [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (20 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star "The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This first volume focuses on the scope of computational social science, ethics, and case studies. It covers a range of key issues, including open science, formal modeling, and the social and behavioral sciences. This volume explores major debates, introduces digital trace data, reviews the changing survey landscape, and presents novel examples of computational social science research on sensing social interaction, social robots, bots, sentiment, manipulation, and extremism in social media. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors." Creative Commons https://creativecommons.org/licenses/by-nc-nd/4.0 cc English Psychology Psychological methodology https://library.oapen.org/bitstream/id/166982a0-85bc-4462-bff0-824a414ecb7a/9781003024583_10.4324_9781003024583-10.pdf X:OAPEN Verlag kostenfrei https://library.oapen.org/handle/20.500.12657/51413 X:OAPEN Verlag kostenfrei ZDB-94-OAL GBV_ILN_22 ISIL_DE-18 SYSFLAG_1 GBV_KXP GBV_ILN_23 ISIL_DE-830 GBV_ILN_30 ISIL_DE-104 GBV_ILN_31 ISIL_DE-27 GBV_ILN_34 ISIL_DE-18-302 GBV_ILN_39 ISIL_DE-547 GBV_ILN_40 ISIL_DE-7 GBV_ILN_63 ISIL_DE-Wim2 GBV_ILN_65 ISIL_DE-3 GBV_ILN_70 ISIL_DE-89 GBV_ILN_72 ISIL_DE-35 GBV_ILN_95 ISIL_DE-542 GBV_ILN_110 ISIL_DE-Luen4 GBV_ILN_136 ISIL_DE-Wis1 GBV_ILN_147 ISIL_DE-Fl3 GBV_ILN_161 ISIL_DE-960 GBV_ILN_187 ISIL_DE-Ki95 GBV_ILN_213 ISIL_DE-551 GBV_ILN_230 ISIL_DE-552 GBV_ILN_283 ISIL_DE-Ha163 GBV_ILN_293 ISIL_DE-960-3 GBV_ILN_370 ISIL_DE-1373 GBV_ILN_603 ISIL_DE-B1556 GBV_ILN_808 GBV_ILN_2403 ISIL_DE-LFER BO 22 01 0018 4280162476 OLR-ZDB-94-OAL OAPEN Library zu 01-03-23 23 01 0830 4280714738 OLR-OAPEN f z 01-03-23 30 01 0104 4281075755 GBV-OAPEN z 01-03-23 31 01 0027 4280357242 z 01-03-23 34 01 3551 4278912757 OLR-OAPEN zi002 01-03-23 39 01 0547 4281267131 GBV-OAPEN ke 01-03-23 40 01 0007 4279981248 OLR-OAPEN xsn 01-03-23 63 01 3401 4281650466 E-Books LF GBV-OAPEN z 01-03-23 65 01 0003 4281899693 OLR-OAPEN z 01-03-23 70 01 0089 428053568X OLR-OAPEN-OA OAPEN Online Library Open Access eBook z 01-03-23 72 01 0035 4278735413 OLR-OAPEN-OA OAPEN Online Library Open Access eBook z 01-03-23 95 01 3095 4343263061 OLR-OAL Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 24-06-23 110 01 3110 4281452702 OLR-GBV-OAPEN Open Access z 01-03-23 136 01 3526 4279626723 OLR-OAPEN z 01-03-23 147 01 3528 4282098384 OLR-OAPEN frei verfügbar für Europa-Universität Flensburg, Hochschule Flensburg und Zentrale Hochschulbibliothek Vervielfältigungen (z.B. Kopien, Downloads) sind nur von einzelnen Kapiteln oder Seiten und nur zum eigenen wissenschaftlichen Gebrauch erlaubt. Die Weitergabe an Dritte sowie systematisches Downloaden sind untersagt. z 01-03-23 161 01 0960 4278169434 OLR-OAPEN OAPEN Online Library Open Access eBook z 28-02-23 187 01 3520 4278553919 JSTOR Open Access eBook z 28-02-23 213 01 0551 4279267928 OLR-OAPEN OAPEN Online Library Open Access eBook z 01-03-23 230 01 0552 4279445109 OLR-OAPEN OAPEN Online Library Open Access eBook z 01-03-23 283 01 3283 427980401X OLR-OAL z 01-03-23 293 01 3293 4278348274 OLR-OAPEN OAPEN Online Library Open Access eBook z 28-02-23 370 01 4370 4279090491 OLR-FREE Kostenloser Zugriff z 01-03-23 603 01 4603 4277991211 OLR-OAPEN Bitte beachten Sie die Nutzungsbedingungen und Copyright-Bestimmungen des Verlages/Herausgebers. z 28-02-23 808 01 4808 4280893829 OLR-OAPEN OAPEN Library zg 01-03-23 2403 01 DE-LFER 4308603560 00 --%%-- --%%-- n --%%-- l01 13-04-23 22 01 0018 Volltextzugang https://library.oapen.org/handle/20.500.12657/51413 23 01 0830 https://library.oapen.org/handle/20.500.12657/51413 30 01 0104 Open Access https://library.oapen.org/handle/20.500.12657/51413 31 01 0027 eBook GBV-OAPEN https://library.oapen.org/handle/20.500.12657/51413 34 01 3551 OpenAccess https://library.oapen.org/handle/20.500.12657/51413 40 01 0007 Volltext, Open Access https://library.oapen.org/handle/20.500.12657/51413 63 01 3401 E-Book https://library.oapen.org/handle/20.500.12657/51413 65 01 0003 Open Access https://library.oapen.org/handle/20.500.12657/51413 65 01 0003 Dieser Titel ist Teil einer Datenbank http://www.bibliothek.uni-regensburg.de/dbinfo/detail.php?titel_id=10728&bib_id=ulb_hal 70 01 0089 https://library.oapen.org/handle/20.500.12657/51413 LF 72 01 0035 https://library.oapen.org/handle/20.500.12657/51413 95 01 3095 https://library.oapen.org/handle/20.500.12657/51413 110 01 3110 Open Access https://library.oapen.org/handle/20.500.12657/51413 136 01 3526 Open Access https://library.oapen.org/handle/20.500.12657/51413 147 01 3528 https://library.oapen.org/handle/20.500.12657/51413 161 01 0960 https://library.oapen.org/handle/20.500.12657/51413 LF 187 01 3520 https://library.oapen.org/handle/20.500.12657/51413 213 01 0551 https://library.oapen.org/handle/20.500.12657/51413 230 01 0552 https://library.oapen.org/handle/20.500.12657/51413 283 01 3283 https://library.oapen.org/handle/20.500.12657/51413 293 01 3293 https://library.oapen.org/handle/20.500.12657/51413 LF 370 01 4370 https://library.oapen.org/handle/20.500.12657/51413 603 01 4603 https://library.oapen.org/handle/20.500.12657/51413 808 01 4808 Volltextzugang https://library.oapen.org/handle/20.500.12657/51413 2403 01 DE-LFER https://library.oapen.org/bitstream/id/166982a0-85bc-4462-bff0-824a414ecb7a/9781003024583_10.4324_9781003024583-10.pdf 31 01 0027 00 eBook GBV-OAPEN 22 01 0018 OLR-ZDB-94-OAL 23 01 0830 OLR-OAPEN 30 01 0104 GBV-OAPEN 34 01 3551 OLR-OAPEN 39 01 0547 GBV-OAPEN 39 01 0547 LF 40 01 0007 OLR-OAPEN 63 01 3401 E-Books LF GBV-OAPEN 65 01 0003 OLR-OAPEN 70 01 0089 OLR-OAPEN-OA 72 01 0035 OLR-OAPEN-OA 95 01 3095 OLR-OAL 110 01 3110 OLR-GBV-OAPEN 136 01 3526 OLR-OAPEN 147 01 3528 OLR-OAPEN 161 01 0960 OLR-OAPEN 213 01 0551 OLR-OAPEN 230 01 0552 OLR-OAPEN 283 01 3283 OLR-OAL 293 01 3293 OLR-OAPEN 370 01 4370 OLR-FREE 370 01 4370 olr-ebook GBV-OAPEN 603 01 4603 OLR-OAPEN 808 01 4808 OLR-OAPEN
allfieldsGer	9781003024583 10 978-1-003-02458-3 9780367456535 978-0-367-45653-5 9780367456528 978-0-367-45652-8 (DE-627)1836506554 (DE-599)KEP077634446 (OCoLC)1302642734 (OAPEN)51413 (EBP)077634446 DE-627 eng DE-627 rda eng JM bicssc JMB bicssc Engel, Uwe verfasserin aut Chapter 9 Causal and Predictive Modeling in Computational Social Science [Erscheinungsort nicht ermittelbar] Taylor & Francis 2021 1 Online-Ressource (20 p.) Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Open Access Unrestricted online access star "The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This first volume focuses on the scope of computational social science, ethics, and case studies. It covers a range of key issues, including open science, formal modeling, and the social and behavioral sciences. This volume explores major debates, introduces digital trace data, reviews the changing survey landscape, and presents novel examples of computational social science research on sensing social interaction, social robots, bots, sentiment, manipulation, and extremism in social media. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors." 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topic_title	31 01 0027 00 eBook GBV-OAPEN Chapter 9 Causal and Predictive Modeling in Computational Social Science Psychology Psychological methodology
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title	Chapter 9 Causal and Predictive Modeling in Computational Social Science
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abstract	"The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This first volume focuses on the scope of computational social science, ethics, and case studies. It covers a range of key issues, including open science, formal modeling, and the social and behavioral sciences. This volume explores major debates, introduces digital trace data, reviews the changing survey landscape, and presents novel examples of computational social science research on sensing social interaction, social robots, bots, sentiment, manipulation, and extremism in social media. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors."
abstractGer	"The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This first volume focuses on the scope of computational social science, ethics, and case studies. It covers a range of key issues, including open science, formal modeling, and the social and behavioral sciences. This volume explores major debates, introduces digital trace data, reviews the changing survey landscape, and presents novel examples of computational social science research on sensing social interaction, social robots, bots, sentiment, manipulation, and extremism in social media. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors."
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Chapter 9 Causal and Predictive Modeling in Computational Social Science

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