Author: Christopher P. Adams
Publisher: CRC Press
ISBN: 1000282384
Category : Business & Economics
Languages : en
Pages : 399
Book Description
Focuses on the assumptions underlying the algorithms rather than their statistical properties Presents cutting-edge analysis of factor models and finite mixture models. Uses a hands-on approach to examine the assumptions made by the models and when the models fail to estimate accurately Utilizes interesting real-world data sets that can be used to analyze important microeconomic problems Introduces R programming concepts throughout the book. Includes appendices that discuss many of the concepts introduced in the book, as well as measures of uncertainty in microeconometrics.
Learning Microeconometrics with R
Author: Christopher P. Adams
Publisher: CRC Press
ISBN: 1000282384
Category : Business & Economics
Languages : en
Pages : 399
Book Description
Focuses on the assumptions underlying the algorithms rather than their statistical properties Presents cutting-edge analysis of factor models and finite mixture models. Uses a hands-on approach to examine the assumptions made by the models and when the models fail to estimate accurately Utilizes interesting real-world data sets that can be used to analyze important microeconomic problems Introduces R programming concepts throughout the book. Includes appendices that discuss many of the concepts introduced in the book, as well as measures of uncertainty in microeconometrics.
Publisher: CRC Press
ISBN: 1000282384
Category : Business & Economics
Languages : en
Pages : 399
Book Description
Focuses on the assumptions underlying the algorithms rather than their statistical properties Presents cutting-edge analysis of factor models and finite mixture models. Uses a hands-on approach to examine the assumptions made by the models and when the models fail to estimate accurately Utilizes interesting real-world data sets that can be used to analyze important microeconomic problems Introduces R programming concepts throughout the book. Includes appendices that discuss many of the concepts introduced in the book, as well as measures of uncertainty in microeconometrics.
Applied Econometrics with R
Author: Christian Kleiber
Publisher: Springer Science & Business Media
ISBN: 0387773185
Category : Business & Economics
Languages : en
Pages : 229
Book Description
R is a language and environment for data analysis and graphics. It may be considered an implementation of S, an award-winning language initially - veloped at Bell Laboratories since the late 1970s. The R project was initiated by Robert Gentleman and Ross Ihaka at the University of Auckland, New Zealand, in the early 1990s, and has been developed by an international team since mid-1997. Historically, econometricians have favored other computing environments, some of which have fallen by the wayside, and also a variety of packages with canned routines. We believe that R has great potential in econometrics, both for research and for teaching. There are at least three reasons for this: (1) R is mostly platform independent and runs on Microsoft Windows, the Mac family of operating systems, and various ?avors of Unix/Linux, and also on some more exotic platforms. (2) R is free software that can be downloaded and installed at no cost from a family of mirror sites around the globe, the Comprehensive R Archive Network (CRAN); hence students can easily install it on their own machines. (3) R is open-source software, so that the full source code is available and can be inspected to understand what it really does, learn from it, and modify and extend it. We also like to think that platform independence and the open-source philosophy make R an ideal environment for reproducible econometric research.
Publisher: Springer Science & Business Media
ISBN: 0387773185
Category : Business & Economics
Languages : en
Pages : 229
Book Description
R is a language and environment for data analysis and graphics. It may be considered an implementation of S, an award-winning language initially - veloped at Bell Laboratories since the late 1970s. The R project was initiated by Robert Gentleman and Ross Ihaka at the University of Auckland, New Zealand, in the early 1990s, and has been developed by an international team since mid-1997. Historically, econometricians have favored other computing environments, some of which have fallen by the wayside, and also a variety of packages with canned routines. We believe that R has great potential in econometrics, both for research and for teaching. There are at least three reasons for this: (1) R is mostly platform independent and runs on Microsoft Windows, the Mac family of operating systems, and various ?avors of Unix/Linux, and also on some more exotic platforms. (2) R is free software that can be downloaded and installed at no cost from a family of mirror sites around the globe, the Comprehensive R Archive Network (CRAN); hence students can easily install it on their own machines. (3) R is open-source software, so that the full source code is available and can be inspected to understand what it really does, learn from it, and modify and extend it. We also like to think that platform independence and the open-source philosophy make R an ideal environment for reproducible econometric research.
Analysis of Microdata
Author: Rainer Winkelmann
Publisher: Springer Science & Business Media
ISBN: 3540296077
Category : Business & Economics
Languages : en
Pages : 318
Book Description
The availability of microdata has increased rapidly over the last decades, and standard statistical and econometric software packages for data analysis include ever more sophisticated modeling options. The goal of this book is to familiarize readers with a wide range of commonly used models, and thereby to enable them to become critical consumers of current empirical research, and to conduct their own empirical analyses. The focus of the book is on regression-type models in the context of large cross-section samples. In microdata applications, dependent variables often are qualitative and discrete, while in other cases, the sample is not randomly drawn from the population of interest and the dependent variable is censored or truncated. Hence, models and methods are required that go beyond the standard linear regression model and ordinary least squares. Maximum li- lihood estimation of conditional probability models and marginal probability e?ects are introduced here as the unifying principle for modeling, estimating and interpreting microdata relationships. We consider the limitation to m- imum likelihood sensible, from a pedagogical point of view if the book is to be used in a semester-long advanced undergraduate or graduate course, and from a practical point of view because maximum likelihood estimation is used in the overwhelming majority of current microdata research. In order to introduce and explain the models and methods, we refer to a number of illustrative applications. The main examples include the deter- nants of individual fertility, the intergenerational transmission of secondary schoolchoices,andthewageelasticityoffemalelaborsupply.
Publisher: Springer Science & Business Media
ISBN: 3540296077
Category : Business & Economics
Languages : en
Pages : 318
Book Description
The availability of microdata has increased rapidly over the last decades, and standard statistical and econometric software packages for data analysis include ever more sophisticated modeling options. The goal of this book is to familiarize readers with a wide range of commonly used models, and thereby to enable them to become critical consumers of current empirical research, and to conduct their own empirical analyses. The focus of the book is on regression-type models in the context of large cross-section samples. In microdata applications, dependent variables often are qualitative and discrete, while in other cases, the sample is not randomly drawn from the population of interest and the dependent variable is censored or truncated. Hence, models and methods are required that go beyond the standard linear regression model and ordinary least squares. Maximum li- lihood estimation of conditional probability models and marginal probability e?ects are introduced here as the unifying principle for modeling, estimating and interpreting microdata relationships. We consider the limitation to m- imum likelihood sensible, from a pedagogical point of view if the book is to be used in a semester-long advanced undergraduate or graduate course, and from a practical point of view because maximum likelihood estimation is used in the overwhelming majority of current microdata research. In order to introduce and explain the models and methods, we refer to a number of illustrative applications. The main examples include the deter- nants of individual fertility, the intergenerational transmission of secondary schoolchoices,andthewageelasticityoffemalelaborsupply.
Handbook of Research Methods and Applications in Empirical Macroeconomics
Author: Nigar Hashimzade
Publisher: Edward Elgar Publishing
ISBN: 0857931024
Category : Business & Economics
Languages : en
Pages : 627
Book Description
This comprehensive Handbook presents the current state of art in the theory and methodology of macroeconomic data analysis. It is intended as a reference for graduate students and researchers interested in exploring new methodologies, but can also be employed as a graduate text. The Handbook concentrates on the most important issues, models and techniques for research in macroeconomics, and highlights the core methodologies and their empirical application in an accessible manner. Each chapter is largely self-contained, whilst the comprehensive introduction provides an overview of the key statistical concepts and methods. All of the chapters include the essential references for each topic and provide a sound guide for further reading. Topics covered include unit roots, non-linearities and structural breaks, time aggregation, forecasting, the Kalman filter, generalised method of moments, maximum likelihood and Bayesian estimation, vector autoregressive, dynamic stochastic general equilibrium and dynamic panel models. Presenting the most important models and techniques for empirical research, this Handbook will appeal to students, researchers and academics working in empirical macro and econometrics.
Publisher: Edward Elgar Publishing
ISBN: 0857931024
Category : Business & Economics
Languages : en
Pages : 627
Book Description
This comprehensive Handbook presents the current state of art in the theory and methodology of macroeconomic data analysis. It is intended as a reference for graduate students and researchers interested in exploring new methodologies, but can also be employed as a graduate text. The Handbook concentrates on the most important issues, models and techniques for research in macroeconomics, and highlights the core methodologies and their empirical application in an accessible manner. Each chapter is largely self-contained, whilst the comprehensive introduction provides an overview of the key statistical concepts and methods. All of the chapters include the essential references for each topic and provide a sound guide for further reading. Topics covered include unit roots, non-linearities and structural breaks, time aggregation, forecasting, the Kalman filter, generalised method of moments, maximum likelihood and Bayesian estimation, vector autoregressive, dynamic stochastic general equilibrium and dynamic panel models. Presenting the most important models and techniques for empirical research, this Handbook will appeal to students, researchers and academics working in empirical macro and econometrics.
Microeconometrics
Author: A. Colin Cameron
Publisher: Cambridge University Press
ISBN: 1139444867
Category : Business & Economics
Languages : en
Pages : 1058
Book Description
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.
Publisher: Cambridge University Press
ISBN: 1139444867
Category : Business & Economics
Languages : en
Pages : 1058
Book Description
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.
Price Theory And Applications (Tenth Edition)
Author: Steven E. Landsburg
Publisher: World Scientific
ISBN: 9811263329
Category : Business & Economics
Languages : en
Pages : 832
Book Description
Price Theory and Applications challenges students to master the economic way of understanding the world, with equal emphasis on intuition and precise logic, and special emphasis on the interplay between them. The writing is inviting, humorous, and sometimes folksy, without sacrificing the insistence that arguments need to be airtight. Important concepts are introduced via entertaining examples and fleshed out with rigor.The learning experience is supported by a vast number of intriguing and entertaining exhibits, examples, numerical exercises, and problem sets, some integrated within the text and others included at the end of chapters. The problems vary widely in their demands on students — some are straightforward applications of the theory, while others require a great deal of creativity and a willingness to think considerably outside the box.
Publisher: World Scientific
ISBN: 9811263329
Category : Business & Economics
Languages : en
Pages : 832
Book Description
Price Theory and Applications challenges students to master the economic way of understanding the world, with equal emphasis on intuition and precise logic, and special emphasis on the interplay between them. The writing is inviting, humorous, and sometimes folksy, without sacrificing the insistence that arguments need to be airtight. Important concepts are introduced via entertaining examples and fleshed out with rigor.The learning experience is supported by a vast number of intriguing and entertaining exhibits, examples, numerical exercises, and problem sets, some integrated within the text and others included at the end of chapters. The problems vary widely in their demands on students — some are straightforward applications of the theory, while others require a great deal of creativity and a willingness to think considerably outside the box.
Macroeconomics
Author: Paul Krugman
Publisher: Macmillan Higher Education
ISBN: 1319038603
Category : Business & Economics
Languages : en
Pages : 690
Book Description
When it comes drawing on enduring economic principles to explain current economic realities, there is no one readers trust more than Paul Krugman. With his bestselling introductory textbook (now in a new edition) the Nobel laureate and New York Times columnist is proving to be equally effective in the classroom, with more and more instructors in all types of schools using Krugman’s signature storytelling style to help them introduce the fundamental principles of economics to all kinds of students.
Publisher: Macmillan Higher Education
ISBN: 1319038603
Category : Business & Economics
Languages : en
Pages : 690
Book Description
When it comes drawing on enduring economic principles to explain current economic realities, there is no one readers trust more than Paul Krugman. With his bestselling introductory textbook (now in a new edition) the Nobel laureate and New York Times columnist is proving to be equally effective in the classroom, with more and more instructors in all types of schools using Krugman’s signature storytelling style to help them introduce the fundamental principles of economics to all kinds of students.
Microeconomics and Behavior
Author: Robert H. Frank
Publisher: Irwin Professional Publishing
ISBN:
Category : Business & Economics
Languages : en
Pages : 642
Book Description
Covers the essential topics of microeconomics while exploring the relationship between economics analysis and human behavior. This book helps students develop economic intuition.
Publisher: Irwin Professional Publishing
ISBN:
Category : Business & Economics
Languages : en
Pages : 642
Book Description
Covers the essential topics of microeconomics while exploring the relationship between economics analysis and human behavior. This book helps students develop economic intuition.
Microeconometrics Using Stata, Revised Edition
Author: A. Colin Cameron
Publisher: Stata Press
ISBN: 9781597180733
Category : Mathematics
Languages : en
Pages : 706
Book Description
A complete and up-to-date survey of microeconometric methods available in Stata, Microeconometrics Using Stata, Revised Edition is an outstanding introduction to microeconometrics and how to execute microeconometric research using Stata. It covers topics left out of most microeconometrics textbooks and omitted from basic introductions to Stata. This revised edition has been updated to reflect the new features available in Stata 11 that are useful to microeconomists. Instead of using mfx and the user-written margeff commands, the authors employ the new margins command, emphasizing both marginal effects at the means and average marginal effects. They also replace the xi command with factor variables, which allow you to specify indicator variables and interaction effects. Along with several new examples, this edition presents the new gmm command for generalized method of moments and nonlinear instrumental-variables estimation. In addition, the chapter on maximum likelihood estimation incorporates enhancements made to ml in Stata 11. Throughout the book, the authors use simulation methods to illustrate features of the estimators and tests described and provide an in-depth Stata example for each topic discussed. They also show how to use Stata’s programming features to implement methods for which Stata does not have a specific command. The unique combination of topics, intuitive introductions to methods, and detailed illustrations of Stata examples make this book an invaluable, hands-on addition to the library of anyone who uses microeconometric methods.
Publisher: Stata Press
ISBN: 9781597180733
Category : Mathematics
Languages : en
Pages : 706
Book Description
A complete and up-to-date survey of microeconometric methods available in Stata, Microeconometrics Using Stata, Revised Edition is an outstanding introduction to microeconometrics and how to execute microeconometric research using Stata. It covers topics left out of most microeconometrics textbooks and omitted from basic introductions to Stata. This revised edition has been updated to reflect the new features available in Stata 11 that are useful to microeconomists. Instead of using mfx and the user-written margeff commands, the authors employ the new margins command, emphasizing both marginal effects at the means and average marginal effects. They also replace the xi command with factor variables, which allow you to specify indicator variables and interaction effects. Along with several new examples, this edition presents the new gmm command for generalized method of moments and nonlinear instrumental-variables estimation. In addition, the chapter on maximum likelihood estimation incorporates enhancements made to ml in Stata 11. Throughout the book, the authors use simulation methods to illustrate features of the estimators and tests described and provide an in-depth Stata example for each topic discussed. They also show how to use Stata’s programming features to implement methods for which Stata does not have a specific command. The unique combination of topics, intuitive introductions to methods, and detailed illustrations of Stata examples make this book an invaluable, hands-on addition to the library of anyone who uses microeconometric methods.
Microeconomics
Author: Glenn Hubbard
Publisher: Pearson
ISBN: 9780134738055
Category : Microeconomics
Languages : en
Pages : 0
Book Description
The relevance of microeconomics shown through real-world business examples. One of the challenges of teaching principles of microeconomics is fostering interest in concepts that may not seem applicable to students' lives. Microeconomics makes this topic relevant by demonstrating how real businesses use microeconomics to make decisions every day. With ever-changing US and world economies, the 7th Edition has been updated with the latest developments using new real-world business and policy examples. Regardless of their future career path -- opening an art studio, trading on Wall Street, or bartending at the local pub, students will benefit from understanding the economic forces behind their work.
Publisher: Pearson
ISBN: 9780134738055
Category : Microeconomics
Languages : en
Pages : 0
Book Description
The relevance of microeconomics shown through real-world business examples. One of the challenges of teaching principles of microeconomics is fostering interest in concepts that may not seem applicable to students' lives. Microeconomics makes this topic relevant by demonstrating how real businesses use microeconomics to make decisions every day. With ever-changing US and world economies, the 7th Edition has been updated with the latest developments using new real-world business and policy examples. Regardless of their future career path -- opening an art studio, trading on Wall Street, or bartending at the local pub, students will benefit from understanding the economic forces behind their work.