The Econometrics Of Multi Dimensional Panels
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The Econometrics Of Multi Dimensional Panels
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Author : Laszlo Matyas
language : en
Publisher: Springer
Release Date : 2017-07-26
The Econometrics Of Multi Dimensional Panels written by Laszlo Matyas and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-26 with Business & Economics categories.
This book presents the econometric foundations and applications of multi-dimensional panels, including modern methods of big data analysis. The last two decades or so, the use of panel data has become a standard in many areas of economic analysis. The available models formulations became more complex, the estimation and hypothesis testing methods more sophisticated. The interaction between economics and econometrics resulted in a huge publication output, deepening and widening immensely our knowledge and understanding in both. The traditional panel data, by nature, are two-dimensional. Lately, however, as part of the big data revolution, there has been a rapid emergence of three, four and even higher dimensional panel data sets. These have started to be used to study the flow of goods, capital, and services, but also some other economic phenomena that can be better understood in higher dimensions. Oddly, applications rushed ahead of theory in this field. This book is aimed at filling this widening gap. The first theoretical part of the volume is providing the econometric foundations to deal with these new high-dimensional panel data sets. It not only synthesizes our current knowledge, but mostly, presents new research results. The second empirical part of the book provides insight into the most relevant applications in this area. These chapters are a mixture of surveys and new results, always focusing on the econometric problems and feasible solutions.
Large Dimensional Panel Data Econometrics
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Author : Qu Feng
language : en
Publisher: World Scientific Publishing Company
Release Date : 2020
Large Dimensional Panel Data Econometrics written by Qu Feng and has been published by World Scientific Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with Business & Economics categories.
This book aims to fill the gap between panel data econometrics textbooks, and the latest development on "big data", especially large-dimensional panel data econometrics. It introduces important research questions in large panels, including testing for cross-sectional dependence, estimation of factor-augmented panel data models, structural breaks in panels and group patterns in panels. To tackle these high dimensional issues, some techniques used in Machine Learning approaches are also illustrated. Moreover, the Monte Carlo experiments, and empirical examples are also utilised to show how to implement these new inference methods. Large-Dimensional Panel Data Econometrics: Testing, Estimation and Structural Changes also introduces new research questions and results in recent literature in this field.
Panel Data Econometrics
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Author : Mike Tsionas
language : en
Publisher: Academic Press
Release Date : 2019-06-19
Panel Data Econometrics written by Mike Tsionas and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-06-19 with Business & Economics categories.
Panel Data Econometrics: Theory introduces econometric modelling. Written by experts from diverse disciplines, the volume uses longitudinal datasets to illuminate applications for a variety of fields, such as banking, financial markets, tourism and transportation, auctions, and experimental economics. Contributors emphasize techniques and applications, and they accompany their explanations with case studies, empirical exercises and supplementary code in R. They also address panel data analysis in the context of productivity and efficiency analysis, where some of the most interesting applications and advancements have recently been made. - Provides a vast array of empirical applications useful to practitioners from different application environments - Accompanied by extensive case studies and empirical exercises - Includes empirical chapters accompanied by supplementary code in R, helping researchers replicate findings - Represents an accessible resource for diverse industries, including health, transportation, tourism, economic growth, and banking, where researchers are not always econometrics experts
Econometric Analysis Of Cross Section And Panel Data Second Edition
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Author : Jeffrey M. Wooldridge
language : en
Publisher: MIT Press
Release Date : 2010-10-01
Econometric Analysis Of Cross Section And Panel Data Second Edition written by Jeffrey M. Wooldridge and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-10-01 with Business & Economics categories.
The second edition of a comprehensive state-of-the-art graduate level text on microeconometric methods, substantially revised and updated. The second edition of this acclaimed graduate text provides a unified treatment of two methods used in contemporary econometric research, cross section and data panel methods. By focusing on assumptions that can be given behavioral content, the book maintains an appropriate level of rigor while emphasizing intuitive thinking. The analysis covers both linear and nonlinear models, including models with dynamics and/or individual heterogeneity. In addition to general estimation frameworks (particular methods of moments and maximum likelihood), specific linear and nonlinear methods are covered in detail, including probit and logit models and their multivariate, Tobit models, models for count data, censored and missing data schemes, causal (or treatment) effects, and duration analysis. Econometric Analysis of Cross Section and Panel Data was the first graduate econometrics text to focus on microeconomic data structures, allowing assumptions to be separated into population and sampling assumptions. This second edition has been substantially updated and revised. Improvements include a broader class of models for missing data problems; more detailed treatment of cluster problems, an important topic for empirical researchers; expanded discussion of "generalized instrumental variables" (GIV) estimation; new coverage (based on the author's own recent research) of inverse probability weighting; a more complete framework for estimating treatment effects with panel data, and a firmly established link between econometric approaches to nonlinear panel data and the "generalized estimating equation" literature popular in statistics and other fields. New attention is given to explaining when particular econometric methods can be applied; the goal is not only to tell readers what does work, but why certain "obvious" procedures do not. The numerous included exercises, both theoretical and computer-based, allow the reader to extend methods covered in the text and discover new insights.
Panel Data Econometrics With R
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Author : Yves Croissant
language : en
Publisher: John Wiley & Sons
Release Date : 2018-08-10
Panel Data Econometrics With R written by Yves Croissant and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-10 with Mathematics categories.
Panel Data Econometrics with R provides a tutorial for using R in the field of panel data econometrics. Illustrated throughout with examples in econometrics, political science, agriculture and epidemiology, this book presents classic methodology and applications as well as more advanced topics and recent developments in this field including error component models, spatial panels and dynamic models. They have developed the software programming in R and host replicable material on the book’s accompanying website.
Seven Decades Of Econometrics And Beyond
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Author : Badi H. Baltagi
language : en
Publisher: Springer Nature
Release Date : 2025-05-17
Seven Decades Of Econometrics And Beyond written by Badi H. Baltagi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-17 with Business & Economics categories.
This volume honors the life and legacy of renowned economist and econometrician Marc Nerlove, who passed away in July 2024. His influential contributions to the field have left a lasting impact on econometrics and the broader economics profession. The book features high-quality original research across various domains of theoretical and applied econometrics, reflecting Nerlove’s broad range of interests. It includes survey chapters that provide valuable insights into key areas of econometrics, enhancing readers’ understanding of important topics. Where relevant, personal tributes and reflections on Marc Nerlove's work are thoughtfully interwoven into the chapters. This volume offers cutting-edge findings in panel data analysis, agricultural, population and spatial economics, income inequality, and more. The diversity of topics discussed highlights the profound and far-reaching influence of Marc Nerlove's career on the field of economics.
Microeconometrics
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Author : A. Colin Cameron
language : en
Publisher: Cambridge University Press
Release Date : 2005-05-09
Microeconometrics written by A. Colin Cameron and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-05-09 with Business & Economics categories.
This book provides the most comprehensive treatment to date of microeconometrics, the analysis of individual-level data on the economic behavior of individuals or firms using regression methods for cross section and panel data. The book is oriented to the practitioner. A basic understanding of the linear regression model with matrix algebra is assumed. The text can be used for a microeconometrics course, typically a second-year economics PhD course; for data-oriented applied microeconometrics field courses; and as a reference work for graduate students and applied researchers who wish to fill in gaps in their toolkit. Distinguishing features of the book include emphasis on nonlinear models and robust inference, simulation-based estimation, and problems of complex survey data. The book makes frequent use of numerical examples based on generated data to illustrate the key models and methods. More substantially, it systematically integrates into the text empirical illustrations based on seven large and exceptionally rich data sets.
Issues Related To Women Essays In Econometrics And Statistics
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Author : Ebru Çağlayan Akay - Merve Ertok Onurlu
language : en
Publisher: HOLISTENCE PUBLICATIONS
Release Date : 2023-03-21
Issues Related To Women Essays In Econometrics And Statistics written by Ebru Çağlayan Akay - Merve Ertok Onurlu and has been published by HOLISTENCE PUBLICATIONS this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-21 with Language Arts & Disciplines categories.
In the world, many women are at risk of being exposed to economic, physical, sexual, psychological, and emotional violence, or even intentional homicide. They might also be exposed to discrimination based on their socio-demographic characteristics, such as their ethnic background, religion, and educational level. The purpose of this book is to bring together academics and researchers working in the fields of applied econometrics and applied statistics as they pertain to women’s issues. The twelve-chapter book includes insights on present econometric and statistical methodologies on women’s issues, as well as a better understanding and evaluation of contemporary policy implications, initiatives, and procedures pertaining to women.
Analysis Of Panel Data
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Author : Cheng Hsiao
language : en
Publisher: Cambridge University Press
Release Date : 2022-07-07
Analysis Of Panel Data written by Cheng Hsiao and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-07 with Business & Economics categories.
A comprehensive introduction of fundamental panel data methodologies.
Essays In Panel Data Econometrics
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Author : Marc Nerlove
language : en
Publisher: Cambridge University Press
Release Date : 2005-11-10
Essays In Panel Data Econometrics written by Marc Nerlove and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-11-10 with Business & Economics categories.
This volume collects seven of Marc Nerlove's previously published, classic essays on panel data econometrics written over the past thirty-five years, together with a cogent essay on the history of the subject, which began with George Biddell Airey's monograph published in 1861. Since Professor Nerlove's 1966 Econometrica paper with Pietro Balestra, panel data and methods of econometric analysis appropriate to such data have become increasingly important in the discipline. The principal factors in the research environment affecting the future course of panel data econometrics are the phenomenal growth in the computational power available to the individual researcher at his or her desktop and the ready availability of data sets, both large and small, via the Internet. The best way to formulate statistical models for inference is motivated and shaped by substantive problems and understanding of the processes generating the data at hand to resolve them. The essays illustrate both the role of the substantive context in shaping appropriate methods of inference and the increasing importance of computer-intensive methods.