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E-raamat: Social Phenomena: From Data Analysis to Models

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  • Formaat: PDF+DRM
  • Sari: Computational Social Sciences
  • Ilmumisaeg: 14-Aug-2015
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319140117
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  • Formaat: PDF+DRM
  • Sari: Computational Social Sciences
  • Ilmumisaeg: 14-Aug-2015
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319140117

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This book focuses on the new possibilities and approaches to social modeling currently being made possible by an unprecedented variety of datasets generated by our interactions with modern technologies. This area has witnessed a veritable explosion of activity over the last few years, yielding many interesting and useful results. Our aim is to provide an overview of the state of the art in this area of research, merging an extremely heterogeneous array of datasets and models.Social Phenomena: From Data Analysis to Models is divided into two parts. Part I deals with modeling social behavior under normal conditions: How we live, travel, collaborate and interact with each other in our daily lives. Part II deals with societal behavior under exceptional conditions: Protests, armed insurgencies, terrorist attacks, and reactions to infectious diseases. This book offers an overview of one of the most fertile emerging fields bringing together practitioners from scientific communities as diverse as social sciences, physics and computer science. We hope to not only provide an unifying framework to understand and characterize social phenomena, but also to help foster the dialogue between researchers working on similar problems from different fields and perspectives.

Arvustused

As a collection of state-of-the-art summaries and several interesting applications, it could easily form the foundation of multidisciplinary conversations on the future of big data and modeling and simulation to advance understanding of social phenomena. Social Phenomena would serve as a solid starting point for those researchers interested in delving into the increasingly large, available datasets to enhance their models. (Erika Frydenlund, JASSS The Journal of Artificial Societies and Social Simulation, Vol. 19 (2), March, 2016)

This book is essentially a reference book on data analysis and models. It does a superb job in this domain. (M. M. Tanik, Computing Reviews, January, 2016)

1 Introduction
1(14)
Bruno Goncalves
Nicola Perra
Part I Social Behavior Under Normal Conditions
2 Modeling and Understanding Intrinsic Characteristics of Human Mobility
15(22)
Jameson L. Toole
Yves-Alexandre de Montjoye
Marta C. Gonzalez
Alex (Sandy) Pentland
3 Face-to-Face Interactions
37(22)
Alain Barrat
Ciro Cattuto
4 Modeling and Predicting Human Infectious Diseases
59(26)
Nicola Perra
Bruno Goncalves
5 Early Signs of Financial Market Moves Reflected by Google Searches
85(14)
Tobias Preis
Helen Susannah Moat
6 Online Interactions
99(18)
Lilian Weng
Filippo Menczer
Alessandro Flammini
7 The Contagion of Prosocial Behavior and the Emergence of Voluntary-Contribution Communities
117(18)
Milena Tsvetkova
Michael Macy
8 Understanding the Scientific Enterprise: Citation Analysis, Data and Modeling
135(20)
Filippo Radicchi
Claudio Castellano
Part II Social Behavior Under Stress
9 Behavioral Changes and Adaptation Induced by Epidemics
155(22)
Piero Poletti
Marco Ajelli
Stefano Merler
10 Uncovering Criminal Behavior with Computational Tools
177(32)
Emilio Ferrara
Salvatore Catanese
Giacomo Fiumara
11 Modeling Human Conflict and Terrorism Across Geographic Scales
209(26)
Neil F. Johnson
Elvira Maria Restrepo
Daniela E. Johnson
12 Event-Related Crowd Activities on Social Media
235(16)
Yu-Ru Lin
Index 251