Introduction to Computational Social Science Principles and Applications
tarafından
 
Cioffi-Revilla, Claudio. author.

Başlık
Introduction to Computational Social Science Principles and Applications

Yazar
Cioffi-Revilla, Claudio. author.

ISBN
9783319501314

Yazar
Cioffi-Revilla, Claudio. author.

Edisyon
2nd ed. 2017.

Fiziksel Niteleme
XXXVI, 607 p. 59 illus., 21 illus. in color. online resource.

Seri
Texts in Computer Science,

İçindekiler
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.

Özet
This indispensable textbook/reference provides a comprehensive and reader-friendly introduction to the emerging 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 and expanded 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 and further explore the concepts. Topics and features: Contains more than a thousand problem questions and exercises, together with a list of acronyms and a glossary of terms Presents an introduction to the main areas, core concepts, and historical development of CSS, providing examples of a range of CSS investigations Examines the key similarities and differences between computers and social systems, from an information-processing perspective Presents a focus on automated information extraction, beginning with its roots in linguistics Introduces the fundamental elements of social network analysis, and computational approaches to analyzing social complexity Discusses the measurement, scientific laws, and generative theories of social complexity in CSS Reviews the methodology of social simulations, covering in detail both variable-oriented and object-oriented models This unique, clearly-written textbook is essential reading for graduate and advanced undergraduate students planning on embarking on a course on computational social science, or wishing to refresh their knowledge of the fundamental aspects of this exciting field. 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.

Konu Başlığı
Social sciences -- Data processing.
 
Social sciences -- Methodology.
 
Data mining.
 
Computer simulation.
 
Computer Appl. in Social and Behavioral Sciences. http://scigraph.springernature.com/things/product-market-codes/I23028
 
Methodology of the Social Sciences. http://scigraph.springernature.com/things/product-market-codes/X17000
 
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
 
Graph Theory. http://scigraph.springernature.com/things/product-market-codes/M29020
 
Simulation and Modeling. http://scigraph.springernature.com/things/product-market-codes/I19000

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-3-319-50131-4


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book221805-1001QA76.76 .A65Springer E-Book Collection