The Econometric Analysis of Network Data 1st Edition by Bryan Graham, Áureo De Paula – Ebook PDF Instant Download/DeliveryISBN: 0128117729, 9780128117729
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Product details:
ISBN-10 : 0128117729
ISBN-13 : 9780128117729
Author : Bryan Graham, Áureo De Paula
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.
The Econometric Analysis of Network Data 1st Table of contents:
Chapter 1: Introduction
Abstract
Paths, distance and diameter
Measuring homophily
Measuring agent centrality
References
Chapter 2: Dyadic regression
Abstract
2.1. Population and sampling framework
2.2. Composite likelihood
2.3. Limit distribution
2.4. Empirical illustration
2.5. Further reading
Appendix 2.A. Derivations
References
Chapter 3: Strategic network formation
Abstract
3.1. Basic ingredients of the environment
3.2. Relation to empirical games
3.3. Network formation
3.4. Concluding remarks
References
Chapter 4: Testing for externalities in network formation using simulation
Abstract
A strategic network formation game with transfers
Test formulation
Simulating undirected networks with fixed degree
Illustration using the Nyakatoke network
References
Chapter 5: Econometric analysis of bipartite networks
Abstract
5.1. Introduction
5.2. Bipartite network models: the linear case
5.3. Identification in nonlinear models
5.4. Estimation in nonlinear models
5.5. Endogenous link formation and network dynamics
5.6. Conclusion
References
Chapter 6: An empirical model for strategic network formation
Abstract
6.1. Introduction
6.2. Set up
6.3. Exponential random graph and strategic network formation models
6.4. The model
6.5. Markov-chain-Monte-Carlo methods
6.6. An application to high school friendships
6.7. Conclusion
References
Chapter 7: Econometric analysis of models with social interactions
Abstract
7.1. Introduction
7.2. Identification of models of social interactions
7.3. Specification of models of social interactions
7.4. Policy relevance of models of social interactions
References
Chapter 8: Many player asymptotics for large network formation problems
Abstract
8.1. Introduction
8.2. Model
8.3. Many player asymptotics for economic models
8.4. Limiting model
8.5. Identification and estimation
8.6. Conclusion
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