Modeling Conflict Dynamics with Spatio-temporal Data

Modeling Conflict Dynamics with Spatio-temporal Data PDF

Author: Andrew Zammit-Mangion

Publisher: Springer Science & Business Media

Published: 2013-09-30

Total Pages: 82

ISBN-13: 3319010387

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This authored monograph presents the use of dynamic spatiotemporal modeling tools for the identification of complex underlying processes in conflict, such as diffusion, relocation, heterogeneous escalation, and volatility. The authors use ideas from statistics, signal processing, and ecology, and provide a predictive framework which is able to assimilate data and give confidence estimates on the predictions. The book also demonstrates the methods on the WikiLeaks Afghan War Diary, the results showing that this approach allows deeper insights into conflict dynamics and allows a strikingly statistically accurate forward prediction of armed opposition group activity in 2010, based solely on data from preceding years. The target audience primarily comprises researchers and practitioners in the involved fields but the book may also be beneficial for graduate students.

Modeling Conflict Dynamics with Spatio-temporal Data

Modeling Conflict Dynamics with Spatio-temporal Data PDF

Author: Andrew Zammit-Mangion

Publisher: Springer

Published: 2013-11-27

Total Pages: 74

ISBN-13: 9783319010397

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This authored monograph presents the use of dynamic spatiotemporal modeling tools for the identification of complex underlying processes in conflict, such as diffusion, relocation, heterogeneous escalation, and volatility. The authors use ideas from statistics, signal processing, and ecology, and provide a predictive framework which is able to assimilate data and give confidence estimates on the predictions. The book also demonstrates the methods on the WikiLeaks Afghan War Diary, the results showing that this approach allows deeper insights into conflict dynamics and allows a strikingly statistically accurate forward prediction of armed opposition group activity in 2010, based solely on data from preceding years. The target audience primarily comprises researchers and practitioners in the involved fields but the book may also be beneficial for graduate students.

Computational Conflict Research

Computational Conflict Research PDF

Author: Emanuel Deutschmann

Publisher: Springer Nature

Published: 2019-11-09

Total Pages: 264

ISBN-13: 3030293335

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This open access book brings together a set of original studies that use cutting-edge computational methods to investigate conflict at various geographic scales and degrees of intensity and violence. Methodologically, this book covers a variety of computational approaches from text mining and machine learning to agent-based modelling and social network analysis. Empirical cases range from migration policy framing in North America and street protests in Iran to violence against civilians in Congo and food riots world-wide. Supplementary materials in the book include a comprehensive list of the datasets on conflict and dissent, as well as resources to online repositories where the annotated code and data of individual chapters can be found and where (agent-based) models can be re-produced and altered. These materials are a valuable resource for those wishing to retrace and learn from the analyses described in this volume and adapt and apply them to their own research interests. By bringing together novel research through an international team of scholars from a range of disciplines, Computational Conflict Research pioneers and maps this emerging field. The book will appeal to students, scholars, and anyone interested in the prospects of using computational social sciences to advance our understanding of conflict dynamics.

Global Dynamics

Global Dynamics PDF

Author: Alan G. Wilson

Publisher: John Wiley & Sons

Published: 2016-07-12

Total Pages: 350

ISBN-13: 111892228X

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A world model: economies, trade, migration, security and development aid. This bookprovides the analytical capability to understand and explore the dynamics of globalisation. It is anchored in economic input-output models of over 200 countries and their relationships through trade, migration, security and development aid. The tools of complexity science are brought to bear and mathematical and computer models are developed both for the elements and for an integrated whole. Models are developed at a variety of scales ranging from the global and international trade through a European model of inter-sub-regional migration to piracy in the Gulf and the London riots of 2011. The models embrace the changing technology of international shipping, the impacts of migration on economic development along with changing patterns of military expenditure and development aid. A unique contribution is the level of spatial disaggregation which presents each of 200+ countries and their mutual interdependencies – along with some finer scale analyses of cities and regions. This is the first global model which offers this depth of detail with fully work-out models, these provide tools for policy making at national, European and global scales. Global dynamics: Presents in depth models of global dynamics. Provides a world economic model of 200+ countries and their interactions through trade, migration, security and development aid. Provides pointers to the deployment of analytical capability through modelling in policy development. Features a variety of models that constitute a formidable toolkit for analysis and policy development. Offers a demonstration of the practicalities of complexity science concepts. This book is for practitioners and policy analysts as well as those interested in mathematical model building and complexity science as well as advanced undergraduate and postgraduate level students.

Conflict Hot Spots

Conflict Hot Spots PDF

Author: Alex Braithwaite

Publisher: Routledge

Published: 2016-05-23

Total Pages: 160

ISBN-13: 1317162196

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Militarized conflicts between states appear to occur repeatedly in the same geographic regions. Both World Wars and a series of interstate disputes in the post-Cold War system had their origins in the Balkans region of Eastern Europe. This study introduces the concept of a conflict hot spot to the broader empirical literature on conflict processes. It devotes considerable time to identifying the common causes and consequences of conflict hot spots across many regions globally, offering a theoretical and empirical contribution to the emerging literature on the spatiality of conflict processes. Rather than merely controlling for spatial dependence between episodes of conflict, the book incorporates this spatial dependence within a series of models of conflict behaviours and is, therefore, able to directly model the process of conflict diffusion.

Computational Social Science

Computational Social Science PDF

Author: R. Michael Alvarez

Publisher: Cambridge University Press

Published: 2016-03-10

Total Pages: 339

ISBN-13: 1107107881

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This book provides an overview of cutting-edge approaches to computational social science.

Peace and Conflict 2016

Peace and Conflict 2016 PDF

Author: David Backer

Publisher: Routledge

Published: 2016-06-10

Total Pages: 241

ISBN-13: 1317232534

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An authoritative source of information on violent conflicts and peacebuilding processes around the world, Peace and Conflict is an annual publication of the University of Maryland’s Center for International Development and Conflict Management and the Graduate Institute of International and Development Studies (Geneva). The contents of the 2016 edition are divided into three sections: » Global Patterns and Trends provides an overview of recent advances in scholarly research on various aspects of conflict and peace, as well as chapters on armed conflict, violence against civilians, non-state armed actors, democracy and ethnic exclusion, terrorism, defense spending and arms production and procurement, peace agreements, state repression, foreign aid, and the results of the Peace & Conflict Instability Ledger, which ranks the status and progress of more than 160 countries based on their forecasted risk of future instability. » Special Feature spotlights work on measuring micro-level welfare effects of exposure to conflict. » Profiles has been enlarged to survey developments in instances of civil wars, peacekeeping missions, and international criminal justice proceedings that were active around the world during 2014. Frequent visualizations of data in full-color, large-format tables, graphs, and maps bring the analysis to life and amplify crucial developments in real-world events and the latest findings in research. The contributors include many leading scholars in the field from the US and Europe.

Dynamic Neural Networks for Robot Systems: Data-Driven and Model-Based Applications

Dynamic Neural Networks for Robot Systems: Data-Driven and Model-Based Applications PDF

Author: Long Jin

Publisher: Frontiers Media SA

Published: 2024-07-24

Total Pages: 301

ISBN-13: 2832552013

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Neural network control has been a research hotspot in academic fields due to the strong ability of computation. One of its wildly applied fields is robotics. In recent years, plenty of researchers have devised different types of dynamic neural network (DNN) to address complex control issues in robotics fields in reality. Redundant manipulators are no doubt indispensable devices in industrial production. There are various works on the redundancy resolution of redundant manipulators in performing a given task with the manipulator model information known. However, it becomes knotty for researchers to precisely control redundant manipulators with unknown model to complete a cyclic-motion generation CMG task, to some extent. It is worthwhile to investigate the data-driven scheme and the corresponding novel dynamic neural network (DNN), which exploits learning and control simultaneously. Therefore, it is of great significance to further research the special control features and solve challenging issues to improve control performance from several perspectives, such as accuracy, robustness, and solving speed.

Handbook of Structural Equation Modeling

Handbook of Structural Equation Modeling PDF

Author: Rick H. Hoyle

Publisher: Guilford Publications

Published: 2023-02-17

Total Pages: 801

ISBN-13: 1462544649

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"This accessible volume presents both the mechanics of structural equation modeling (SEM) and specific SEM strategies and applications. The editor, along with an international group of contributors, and editorial advisory board are leading methodologists who have organized the book to move from simpler material to more statistically complex modeling approaches. Sections cover the foundations of SEM; statistical underpinnings, from assumptions to model modifications; steps in implementation, from data preparation through writing the SEM report; and basic and advanced applications, including new and emerging topics in SEM. Each chapter provides conceptually oriented descriptions, fully explicated analyses, and engaging examples that reveal modeling possibilities for use with readers' data. Many of the chapters also include access to data and syntax files at the companion website, allowing readers to try their hands at reproducing the authors' results"--

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