Introduction to Computational Social Science

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Beschreibung

This textbook provides a comprehensive and reader-friendly introduction to the field of computational social science (CSS). Presenting a unified treatment, the text examines in detail the four key methodological approaches of automated social information extraction, social network analysis, social complexity theory, and social simulation modeling. This updated new edition has been enhanced with numerous review questions and exercises to test what has been learned, deepen understanding through problem-solving, and to practice writing code to implement ideas. Topics and features: contains more than a thousand questions and exercises, together with a list of acronyms and a glossary; examines the similarities and differences between computers and social systems; presents a focus on automated information extraction; discusses the measurement, scientific laws, and generative theories of social complexity in CSS; reviews the methodology of social simulations, covering both variable- and object-oriented models.

Über den Autor

Dr. Claudio Cioffi-Revilla is University Professor and Professor of Computational Social Science, founding and former Chair of the Department of Computational Social Science, and founding and current Director of the Center for Social Complexity at George Mason University, VA, USA.

Zusammenfassung

Expanded new edition enhanced with exercises and problems (with solutions)

Introduces the key concepts in computational social science, providing formal definitions and a glossary

Describes the scope of each sub-field, covering topics on information extraction, social networks, complexity theory and social simulations

Discusses such methodological tools as extracting entities from text, computing social network indices and building an agent-based model

Includes supplementary material: [...]

Inhaltsverzeichnis

Introduction.- Computation and Social Science.- Automated Information Extraction.- Social Networks.- Social Complexity I: Origins and Measurement.- Social Complexity II: Laws.- Social Complexity III: Theories.- Simulations I: Methodology.- Simulations II: Variable-Oriented Models.- Simulations III: Object-Oriented Models.

Details

Erscheinungsjahr:	2017
Fachbereich:	Anwendungs-Software
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Buch
Reihe:	Texts in Computer Science
Inhalt:	xxxvi 607 S. 38 s/w Illustr. 21 farbige Illustr. 607 p. 59 illus. 21 illus. in color.
ISBN-13:	9783319501307
ISBN-10:	3319501305
Sprache:	Englisch
Herstellernummer:	978-3-319-50130-7
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Cioffi-Revilla, Claudio
Auflage:	2nd ed. 2017
Hersteller:	Springer Nature Switzerland Springer International Publishing Springer International Publishing AG Texts in Computer Science
Maße:	241 x 160 x 38 mm
Von/Mit:	Claudio Cioffi-Revilla
Erscheinungsdatum:	10.07.2017
Gewicht:	1,238 kg

Artikel-ID: 109473657