Econometrics Of Network Models

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The Econometric Analysis of Network Data

Author : Bryan Graham
Publisher : Academic Press
ISBN 13 : 0128117710
Total Pages : 244 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis The Econometric Analysis of Network Data by : Bryan Graham

Download or read book The Econometric Analysis of Network Data written by Bryan Graham and published by Academic Press. This book was released on 2020-06-03 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Econometric Analysis of Network Data serves as an entry point for advanced students, researchers, and data scientists seeking to perform effective analyses of networks, especially inference problems. It introduces the key results and ideas in an accessible, yet rigorous way. While a multi-contributor reference, the work is tightly focused and disciplined, providing latitude for varied specialties in one authorial voice. Answers both 'why' and 'how' questions in network analysis, bridging the gap between practice and theory allowing for the easier entry of novices into complex technical literature and computation Fully describes multiple worked examples from the literature and beyond, allowing empirical researchers and data scientists to quickly access the 'state of the art' versioned for their domain environment, saving them time and money Disciplined structure provides latitude for multiple sources of expertise while retaining an integrated and pedagogically focused authorial voice, ensuring smooth transition and easy progression for readers Fully supported by companion site code repository 40+ diagrams of 'networks in the wild' help visually summarize key points

Network Models in Economics and Finance

Author : Valery A. Kalyagin
Publisher : Springer
ISBN 13 : 3319096834
Total Pages : 305 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Network Models in Economics and Finance by : Valery A. Kalyagin

Download or read book Network Models in Economics and Finance written by Valery A. Kalyagin and published by Springer. This book was released on 2014-09-23 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using network models to investigate the interconnectivity in modern economic systems allows researchers to better understand and explain some economic phenomena. This volume presents contributions by known experts and active researchers in economic and financial network modeling. Readers are provided with an understanding of the latest advances in network analysis as applied to economics, finance, corporate governance, and investments. Moreover, recent advances in market network analysis that focus on influential techniques for market graph analysis are also examined. Young researchers will find this volume particularly useful in facilitating their introduction to this new and fascinating field. Professionals in economics, financial management, various technologies, and network analysis, will find the network models presented in this book beneficial in analyzing the interconnectivity in modern economic systems.

The Oxford Handbook of the Economics of Networks

Author : Yann Bramoullé
Publisher : Oxford University Press
ISBN 13 : 0190216832
Total Pages : 857 pages
Book Rating : 4.1/5 (92 download)

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Book Synopsis The Oxford Handbook of the Economics of Networks by : Yann Bramoullé

Download or read book The Oxford Handbook of the Economics of Networks written by Yann Bramoullé and published by Oxford University Press. This book was released on 2016-03-01 with total page 857 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Oxford Handbook of the Economics of Networks represents the frontier of research into how and why networks they form, how they influence behavior, how they help govern outcomes in an interactive world, and how they shape collective decision making, opinion formation, and diffusion dynamics. From a methodological perspective, the contributors to this volume devote attention to theory, field experiments, laboratory experiments, and econometrics. Theoretical work in network formation, games played on networks, repeated games, and the interaction between linking and behavior is synthesized. A number of chapters are devoted to studying social process mediated by networks. Topics here include opinion formation, diffusion of information and disease, and learning. There are also chapters devoted to financial contagion and systemic risk, motivated in part by the recent financial crises. Another section discusses communities, with applications including social trust, favor exchange, and social collateral; the importance of communities for migration patterns; and the role that networks and communities play in the labor market. A prominent role of networks, from an economic perspective, is that they mediate trade. Several chapters cover bilateral trade in networks, strategic intermediation, and the role of networks in international trade. Contributions discuss as well the role of networks for organizations. On the one hand, one chapter discusses the role of networks for the performance of organizations, while two other chapters discuss managing networks of consumers and pricing in the presence of network-based spillovers. Finally, the authors discuss the internet as a network with attention to the issue of net neutrality.

Econometrics of Network Models

Author : Áureo Nilo de Paula Neto
Publisher :
ISBN 13 :
Total Pages : 65 pages
Book Rating : 4.:/5 (931 download)

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Book Synopsis Econometrics of Network Models by : Áureo Nilo de Paula Neto

Download or read book Econometrics of Network Models written by Áureo Nilo de Paula Neto and published by . This book was released on 2015 with total page 65 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this article I provide a (selective) review of the recent econometric literature on networks. I start with a discussion of developments in the econometrics of group interactions. I subsequently provide a description of statistical and econometric models for network formation and approaches for the joint determination of networks and interactions mediated through those networks. Finally, I give a very brief discussion of measurement issues in both outcomes and networks. My focus is on identification and computational issues, but estimation aspects are also discussed.

The Econometrics of Networks

Author : Áureo de Paula
Publisher : Emerald Group Publishing
ISBN 13 : 1838675779
Total Pages : 353 pages
Book Rating : 4.8/5 (386 download)

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Book Synopsis The Econometrics of Networks by : Áureo de Paula

Download or read book The Econometrics of Networks written by Áureo de Paula and published by Emerald Group Publishing. This book was released on 2020-10-19 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: Showcasing fresh methodological and empirical research on the econometrics of networks, and comprising both theoretical, empirical and policy papers, the authors in this volume bring together a wide range of perspectives to facilitate a dialogue between academics and practitioners for better understanding this groundbreaking field.

Statistical Analysis of Network Data

Author : Eric D. Kolaczyk
Publisher : Springer Science & Business Media
ISBN 13 : 0387881468
Total Pages : 397 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Statistical Analysis of Network Data by : Eric D. Kolaczyk

Download or read book Statistical Analysis of Network Data written by Eric D. Kolaczyk and published by Springer Science & Business Media. This book was released on 2009-04-20 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years there has been an explosion of network data – that is, measu- ments that are either of or from a system conceptualized as a network – from se- ingly all corners of science. The combination of an increasingly pervasive interest in scienti c analysis at a systems level and the ever-growing capabilities for hi- throughput data collection in various elds has fueled this trend. Researchers from biology and bioinformatics to physics, from computer science to the information sciences, and from economics to sociology are more and more engaged in the c- lection and statistical analysis of data from a network-centric perspective. Accordingly, the contributions to statistical methods and modeling in this area have come from a similarly broad spectrum of areas, often independently of each other. Many books already have been written addressing network data and network problems in speci c individual disciplines. However, there is at present no single book that provides a modern treatment of a core body of knowledge for statistical analysis of network data that cuts across the various disciplines and is organized rather according to a statistical taxonomy of tasks and techniques. This book seeks to ll that gap and, as such, it aims to contribute to a growing trend in recent years to facilitate the exchange of knowledge across the pre-existing boundaries between those disciplines that play a role in what is coming to be called ‘network science.

A Survey of Statistical Network Models

Author : Anna Goldenberg
Publisher : Now Publishers Inc
ISBN 13 : 1601983204
Total Pages : 118 pages
Book Rating : 4.6/5 (19 download)

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Book Synopsis A Survey of Statistical Network Models by : Anna Goldenberg

Download or read book A Survey of Statistical Network Models written by Anna Goldenberg and published by Now Publishers Inc. This book was released on 2010 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: Networks are ubiquitous in science and have become a focal point for discussion in everyday life. Formal statistical models for the analysis of network data have emerged as a major topic of interest in diverse areas of study, and most of these involve a form of graphical representation. Probability models on graphs date back to 1959. Along with empirical studies in social psychology and sociology from the 1960s, these early works generated an active network community and a substantial literature in the 1970s. This effort moved into the statistical literature in the late 1970s and 1980s, and the past decade has seen a burgeoning network literature in statistical physics and computer science. The growth of the World Wide Web and the emergence of online networking communities such as Facebook, MySpace, and LinkedIn, and a host of more specialized professional network communities has intensified interest in the study of networks and network data. Our goal in this review is to provide the reader with an entry point to this burgeoning literature. We begin with an overview of the historical development of statistical network modeling and then we introduce a number of examples that have been studied in the network literature. Our subsequent discussion focuses on a number of prominent static and dynamic network models and their interconnections. We emphasize formal model descriptions, and pay special attention to the interpretation of parameters and their estimation. We end with a description of some open problems and challenges for machine learning and statistics.

The Econometrics of Networks

Author : Áureo de Paula
Publisher : Emerald Group Publishing
ISBN 13 : 1838675752
Total Pages : 496 pages
Book Rating : 4.8/5 (386 download)

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Book Synopsis The Econometrics of Networks by : Áureo de Paula

Download or read book The Econometrics of Networks written by Áureo de Paula and published by Emerald Group Publishing. This book was released on 2020-10-19 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: Showcasing fresh methodological and empirical research on the econometrics of networks, and comprising both theoretical, empirical and policy papers, the authors in this volume bring together a wide range of perspectives to facilitate a dialogue between academics and practitioners for better understanding this groundbreaking field.

Network Theory and Agent-Based Modeling in Economics and Finance

Author : Anindya S. Chakrabarti
Publisher : Springer Nature
ISBN 13 : 9811383197
Total Pages : 458 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Network Theory and Agent-Based Modeling in Economics and Finance by : Anindya S. Chakrabarti

Download or read book Network Theory and Agent-Based Modeling in Economics and Finance written by Anindya S. Chakrabarti and published by Springer Nature. This book was released on 2019-10-23 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the latest findings on network theory and agent-based modeling of economic and financial phenomena. In this context, the economy is depicted as a complex system consisting of heterogeneous agents that interact through evolving networks; the aggregate behavior of the economy arises out of billions of small-scale interactions that take place via countless economic agents. The book focuses on analytical modeling, and on the econometric and statistical analysis of the properties emerging from microscopic interactions. In particular, it highlights the latest empirical and theoretical advances, helping readers understand economic and financial networks, as well as new work on modeling behavior using rich, agent-based frameworks. Innovatively, the book combines observational and theoretical insights in the form of networks and agent-based models, both of which have proved to be extremely valuable in understanding non-linear and evolving complex systems. Given its scope, the book will capture the interest of graduate students and researchers from various disciplines (e.g. economics, computer science, physics, and applied mathematics) whose work involves the domain of complexity theory.

Social and Economic Networks

Author : Matthew O. Jackson
Publisher : Princeton University Press
ISBN 13 : 140083399X
Total Pages : 519 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Social and Economic Networks by : Matthew O. Jackson

Download or read book Social and Economic Networks written by Matthew O. Jackson and published by Princeton University Press. This book was released on 2010-11-01 with total page 519 pages. Available in PDF, EPUB and Kindle. Book excerpt: Networks of relationships help determine the careers that people choose, the jobs they obtain, the products they buy, and how they vote. The many aspects of our lives that are governed by social networks make it critical to understand how they impact behavior, which network structures are likely to emerge in a society, and why we organize ourselves as we do. In Social and Economic Networks, Matthew Jackson offers a comprehensive introduction to social and economic networks, drawing on the latest findings in economics, sociology, computer science, physics, and mathematics. He provides empirical background on networks and the regularities that they exhibit, and discusses random graph-based models and strategic models of network formation. He helps readers to understand behavior in networked societies, with a detailed analysis of learning and diffusion in networks, decision making by individuals who are influenced by their social neighbors, game theory and markets on networks, and a host of related subjects. Jackson also describes the varied statistical and modeling techniques used to analyze social networks. Each chapter includes exercises to aid students in their analysis of how networks function. This book is an indispensable resource for students and researchers in economics, mathematics, physics, sociology, and business.

Econometric Models of Network Formation

Author : Áureo Nilo de Paula Neto
Publisher :
ISBN 13 :
Total Pages : 44 pages
Book Rating : 4.:/5 (113 download)

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Book Synopsis Econometric Models of Network Formation by : Áureo Nilo de Paula Neto

Download or read book Econometric Models of Network Formation written by Áureo Nilo de Paula Neto and published by . This book was released on 2020 with total page 44 pages. Available in PDF, EPUB and Kindle. Book excerpt: This article provides a selective review on the recent literature on econometric models of network formation. The survey starts with a brief exposition on basic concepts and tools for the statistical description of networks. I then offer a review of dyadic models, focussing on statistical models on pairs of nodes and describe several developments of interest to the econometrics literature. The article also presents a discussion of non-dyadic models where link formation might be influenced by the presence or absence of additional links, which themselves are subject to similar influences. This is related to the statistical literature on conditionally specified models and the econometrics of game theoretical models. I close with a (non-exhaustive) discussion of potential areas for further development.

The Econometric Analysis of Network Data

Author : Bryan Graham
Publisher : Academic Press
ISBN 13 : 0128117729
Total Pages : 246 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis The Econometric Analysis of Network Data by : Bryan Graham

Download or read book The Econometric Analysis of Network Data written by Bryan Graham and published by Academic Press. This book was released on 2020-05-15 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Econometric Analysis of Network Data serves as an entry point for advanced students, researchers, and data scientists seeking to perform effective analyses of networks, especially inference problems. It introduces the key results and ideas in an accessible, yet rigorous way. While a multi-contributor reference, the work is tightly focused and disciplined, providing latitude for varied specialties in one authorial voice. Answers both ‘why’ and ‘how’ questions in network analysis, bridging the gap between practice and theory allowing for the easier entry of novices into complex technical literature and computation Fully describes multiple worked examples from the literature and beyond, allowing empirical researchers and data scientists to quickly access the ‘state of the art’ versioned for their domain environment, saving them time and money Disciplined structure provides latitude for multiple sources of expertise while retaining an integrated and pedagogically focused authorial voice, ensuring smooth transition and easy progression for readers Fully supported by companion site code repository 40+ diagrams of ‘networks in the wild’ help visually summarize key points

Networks and Groups

Author : Bhaskar Dutta
Publisher : Springer Science & Business Media
ISBN 13 : 3540247904
Total Pages : 495 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Networks and Groups by : Bhaskar Dutta

Download or read book Networks and Groups written by Bhaskar Dutta and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: When Murat Sertel asked us whether we would be interested in organizing a special issue of the Review of Economic Design on the formation of networks and groups, we were happy to accept because of the growing research on this important topic. We were also pleasantly surprised at the response to our request for submissions to the special issue, receiving a much larger number of sub missions than we had anticipated. In the end we were able to put together two special issues of insightful papers on this topic. Given the growing interest in this topic, we also decided (with encouragement from Murat) to combine the special issues in the form of a book for wider dissemination. However, once we had decided to edit the book, it was natural to move beyond the special issue to include at least some of the papers that have been influential in the literature on the formation of networks. These papers were published in other journals, and we are very grateful to the authors as well as the journals for permission to include these papers in the book.

Advances in Panel and Network Econometrics

Author : Gabriela Miyazato Szini
Publisher :
ISBN 13 : 9789036107525
Total Pages : 0 pages
Book Rating : 4.1/5 (75 download)

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Book Synopsis Advances in Panel and Network Econometrics by : Gabriela Miyazato Szini

Download or read book Advances in Panel and Network Econometrics written by Gabriela Miyazato Szini and published by . This book was released on 2024 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "In most of the chapters of this dissertation, I contribute to the literature on the econometrics of network models. While network data has some similarities to traditional panel data, estimating network models poses added challenges demanding new econometric techniques. In particular, part of the network dependence structure is often considered by including unit-specific effects for each pair of units, which imposes new challenges in estimating non-linear models. While most available methods provide consistent estimates and valid inference under settings of dense networks, there are still a lot of open questions regarding the estimation for sparse settings. The second chapter of this dissertation illustrates how to obtain the asymptotic properties of estimators for network (dyadic) models using tools from the literature on U-statistics, and the third chapter proposes a model and an estimation method for the conditional cumulative distribution function of outcomes generated by a sparse network.Finally, the fourth chapter of this dissertation focuses on a different topic in econometrics of panel data models, namely, the estimation of treatment effects and the use of the synthetic control (SC), demeaned synthetic control (DSC), and synthetic difference-in-differences (SDID) methods. More specifically, this chapter re-evaluates the effect of the Brexit referendum on the UK's GDP by considering these different estimation methods. Even though when initially proposed in the literature, the DSC and the SDID do not allow for matching on covariates, we fill this gap by providing an estimation method that takes covariates into account. Moreover, we show that the SDID estimator minimizes both interpolation and extrapolation biases, while the SC method only minimizes the latter."--

Econometric Modeling and Inference

Author : Jean-Pierre Florens
Publisher : Cambridge University Press
ISBN 13 : 1139466771
Total Pages : 17 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Econometric Modeling and Inference by : Jean-Pierre Florens

Download or read book Econometric Modeling and Inference written by Jean-Pierre Florens and published by Cambridge University Press. This book was released on 2007-07-02 with total page 17 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents the main statistical tools of econometrics, focusing specifically on modern econometric methodology. The authors unify the approach by using a small number of estimation techniques, mainly generalized method of moments (GMM) estimation and kernel smoothing. The choice of GMM is explained by its relevance in structural econometrics and its preeminent position in econometrics overall. Split into four parts, Part I explains general methods. Part II studies statistical models that are best suited for microeconomic data. Part III deals with dynamic models that are designed for macroeconomic and financial applications. In Part IV the authors synthesize a set of problems that are specific to statistical methods in structural econometrics, namely identification and over-identification, simultaneity, and unobservability. Many theoretical examples illustrate the discussion and can be treated as application exercises. Nobel Laureate James A. Heckman offers a foreword to the work.

Financial Econometrics

Author : Oliver Linton
Publisher : Cambridge University Press
ISBN 13 : 1107177154
Total Pages : 585 pages
Book Rating : 4.1/5 (71 download)

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Book Synopsis Financial Econometrics by : Oliver Linton

Download or read book Financial Econometrics written by Oliver Linton and published by Cambridge University Press. This book was released on 2019-02-21 with total page 585 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents an up-to-date treatment of the models and methodologies of financial econometrics by one of the world's leading financial econometricians.

The Oxford Handbook of Political Networks

Author : Jennifer Nicoll Victor
Publisher : Oxford University Press
ISBN 13 : 0190228210
Total Pages : 1011 pages
Book Rating : 4.1/5 (92 download)

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Book Synopsis The Oxford Handbook of Political Networks by : Jennifer Nicoll Victor

Download or read book The Oxford Handbook of Political Networks written by Jennifer Nicoll Victor and published by Oxford University Press. This book was released on 2018 with total page 1011 pages. Available in PDF, EPUB and Kindle. Book excerpt: Politics is intuitively about relationships, but until recently the network perspective has not been a dominant part of the methodological paradigm that political scientists use to study politics. This volume is a foundational statement about networks in the study of politics.