Learning Microeconometrics With R

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Learning Microeconometrics with R

Author : Christopher P. Adams
Publisher : CRC Press
ISBN 13 : 1000282384
Total Pages : 399 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Learning Microeconometrics with R by : Christopher P. Adams

Download or read book Learning Microeconometrics with R written by Christopher P. Adams and published by CRC Press. This book was released on 2020-12-29 with total page 399 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Behavior Analysis with Machine Learning Using R

Author : Enrique Garcia Ceja
Publisher : CRC Press
ISBN 13 : 1000484238
Total Pages : 434 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Behavior Analysis with Machine Learning Using R by : Enrique Garcia Ceja

Download or read book Behavior Analysis with Machine Learning Using R written by Enrique Garcia Ceja and published by CRC Press. This book was released on 2021-11-26 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Behavior Analysis with Machine Learning Using R introduces machine learning and deep learning concepts and algorithms applied to a diverse set of behavior analysis problems. It focuses on the practical aspects of solving such problems based on data collected from sensors or stored in electronic records. The included examples demonstrate how to perform common data analysis tasks such as: data exploration, visualization, preprocessing, data representation, model training and evaluation. All of this, using the R programming language and real-life behavioral data. Even though the examples focus on behavior analysis tasks, the covered underlying concepts and methods can be applied in any other domain. No prior knowledge in machine learning is assumed. Basic experience with R and basic knowledge in statistics and high school level mathematics are beneficial. Features: Build supervised machine learning models to predict indoor locations based on WiFi signals, recognize physical activities from smartphone sensors and 3D skeleton data, detect hand gestures from accelerometer signals, and so on. Program your own ensemble learning methods and use Multi-View Stacking to fuse signals from heterogeneous data sources. Use unsupervised learning algorithms to discover criminal behavioral patterns. Build deep learning neural networks with TensorFlow and Keras to classify muscle activity from electromyography signals and Convolutional Neural Networks to detect smiles in images. Evaluate the performance of your models in traditional and multi-user settings. Build anomaly detection models such as Isolation Forests and autoencoders to detect abnormal fish behaviors. This book is intended for undergraduate/graduate students and researchers from ubiquitous computing, behavioral ecology, psychology, e-health, and other disciplines who want to learn the basics of machine learning and deep learning and for the more experienced individuals who want to apply machine learning to analyze behavioral data.

R for Conservation and Development Projects

Author : Nathan Whitmore
Publisher : CRC Press
ISBN 13 : 0429552785
Total Pages : 391 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis R for Conservation and Development Projects by : Nathan Whitmore

Download or read book R for Conservation and Development Projects written by Nathan Whitmore and published by CRC Press. This book was released on 2020-12-21 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is aimed at conservation and development practitioners who need to learn and use R in a part-time professional context. It gives people with a non-technical background a set of skills to graph, map, and model in R. It also provides background on data integration in project management and covers fundamental statistical concepts. The book aims to demystify R and give practitioners the confidence to use it. Key Features: • Viewing data science as part of a greater knowledge and decision making system • Foundation sections on inference, evidence, and data integration • Plain English explanations of R functions • Relatable examples which are typical of activities undertaken by conservation and development organisations in the developing world • Worked examples showing how data analysis can be incorporated into project reports

Rasch Measurement Theory Analysis in R

Author : Stefanie Wind
Publisher : CRC Press
ISBN 13 : 1000587711
Total Pages : 323 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Rasch Measurement Theory Analysis in R by : Stefanie Wind

Download or read book Rasch Measurement Theory Analysis in R written by Stefanie Wind and published by CRC Press. This book was released on 2022-06-07 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rasch Measurement Theory Analysis in R provides researchers and practitioners with a step-by-step guide for conducting Rasch measurement theory analyses using R. It includes theoretical introductions to major Rasch measurement principles and techniques, demonstrations of analyses using several R packages that contain Rasch measurement functions, and sample interpretations of results. Features: Accessible to users with relatively little experience with R programming Reproducible data analysis examples that can be modified to accommodate users’ own data Accompanying e-book website with links to additional resources and R code updates as needed Features dichotomous and polytomous (rating scale) Rasch models that can be applied to data from a wide range of disciplines This book is designed for graduate students, researchers, and practitioners across the social, health, and behavioral sciences who have a basic familiarity with Rasch measurement theory and with R. Readers will learn how to use existing R packages to conduct a variety of analyses related to Rasch measurement theory, including evaluating data for adherence to measurement requirements, applying the dichotomous, Rating Scale, Partial Credit, and Many-Facet Rasch models, examining data for evidence of differential item functioning, and considering potential interpretations of results from such analyses.

Javascript for R

Author : John Coene
Publisher : CRC Press
ISBN 13 : 1000408175
Total Pages : 316 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Javascript for R by : John Coene

Download or read book Javascript for R written by John Coene and published by CRC Press. This book was released on 2021-07-15 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Little known to many, R works just as well with JavaScript—this book delves into the various ways both languages can work together. The ultimate aim of this work is to put the reader at ease with inviting JavaScript in their data science workflow. In that respect the book is not teaching one JavaScript but rather we show how little JavaScript can greatly support and enhance R code. Therefore, the focus is on integrating external JavaScript libraries and no prior knowledge of JavaScript is required. Key Features: ● Easy to pick up. ● An entry way to learning JavaScript for R. ● Covers topics not covered anywhere else. ● Easy to follow along.

Advanced R Solutions

Author : Malte Grosser
Publisher : CRC Press
ISBN 13 : 1000409074
Total Pages : 302 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Advanced R Solutions by : Malte Grosser

Download or read book Advanced R Solutions written by Malte Grosser and published by CRC Press. This book was released on 2021-08-24 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers solutions to all 284 exercises in Advanced R, Second Edition. All the solutions have been carefully documented and made to be as clear and accessible as possible. Working through the exercises and their solutions will give you a deeper understanding of a variety of programming challenges, many of which are relevant to everyday work. This will expand your set of tools on a technical and conceptual level. You will be able to transfer many of the specific programming schemes directly and will discover far more elegant solutions to everyday problems. Features: When R creates copies, and how it affects memory usage and code performance Everything you could ever want to know about functions The differences between calling and exiting handlers How to employ functional programming to solve modular tasks The motivation, mechanics, usage, and limitations of R's highly pragmatic S3 OO system The R6 OO system, which is more like OO programming in other languages The rules that R uses to parse and evaluate expressions How to use metaprogramming to generate HTML or LaTeX with elegant R code How to identify and resolve performance bottlenecks

Outstanding User Interfaces with Shiny

Author : David Granjon
Publisher : CRC Press
ISBN 13 : 1000587088
Total Pages : 707 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Outstanding User Interfaces with Shiny by : David Granjon

Download or read book Outstanding User Interfaces with Shiny written by David Granjon and published by CRC Press. This book was released on 2022-08-31 with total page 707 pages. Available in PDF, EPUB and Kindle. Book excerpt: Outstanding User Interfaces with Shiny provides the reader with necessary knowledge to develop beautiful and highly interactive user interfaces. It gives the minimum requirements in HTML/JavaScript and CSS to be able to extend already existing Shiny layouts or develop new templates from scratch. Suitable for anyone with some experience of Shiny, package development and software engineering best practices, this book is an ideal guide for graduates and professionals who wish to bring their app design to the next level. Key Features: Provides a survival kit in web development to seamlessly get started with HTML/CSS/JavaScript Leverage CSS and Sass and higher-level tools like {bslib} to substantially enhance the design of your app in no time A comprehensive guide to the {htmltools} package to seamlessly customize existing layouts Describes in detail how Shiny inputs work and how R and JavaScript communicate Details all the necessary steps to create a production-grade custom template from scratch: packaging, shiny tags creation, validating and testing R components and JavaScript Expose common web development debugging technics Provides a list of existing templates, resources to get started and to explore

Engineering Production-Grade Shiny Apps

Author : Colin Fay
Publisher : CRC Press
ISBN 13 : 1000389553
Total Pages : 398 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Engineering Production-Grade Shiny Apps by : Colin Fay

Download or read book Engineering Production-Grade Shiny Apps written by Colin Fay and published by CRC Press. This book was released on 2021-09-27 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the Reviews "[This book] contains an excellent blend of both Shiny-specific topics ... and practical advice from software development that fits in nicely with Shiny apps. You will find many nuggets of wisdom sprinkled throughout these chapters...." Eric Nantz, Host of the R-Podcast and the Shiny Developer Series (from the Foreword) "[This] book is a gradual and pleasant invitation to the production-ready shiny apps world. It ...exposes a comprehensive and robust workflow powered by the {golem} package. [It] fills the not yet covered gap between shiny app development and deployment in such a thrilling way that it may be read in one sitting.... In the industry world, where processes robustness is a key toward productivity, this book will indubitably have a tremendous impact." David Granjon, Sr. Expert Data Science, Novartis Presented in full color, Engineering Production-Grade Shiny Apps helps people build production-grade shiny applications, by providing advice, tools, and a methodology to work on web applications with R. This book starts with an overview of the challenges which arise from any big web application project: organizing work, thinking about the user interface, the challenges of teamwork and the production environment. Then, it moves to a step-by-step methodology that goes from the idea to the end application. Each part of this process will cover in detail a series of tools and methods to use while building production-ready shiny applications. Finally, the book will end with a series of approaches and advice about optimizations for production. Features Focused on practical matters: This book does not cover Shiny concepts, but practical tools and methodologies to use for production. Based on experience: This book is a formalization of several years of experience building Shiny applications. Original content: This book presents new methodologies and tooling, not just a review of what already exists. Engineering Production-Grade Shiny Apps covers medium to advanced content about Shiny, so it will help people that are already familiar with building apps with Shiny, and who want to go one step further.

Financial, Macro and Micro Econometrics Using R

Author : Hrishikesh D. Vinod
Publisher : North Holland
ISBN 13 : 0128202505
Total Pages : 350 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Financial, Macro and Micro Econometrics Using R by : Hrishikesh D. Vinod

Download or read book Financial, Macro and Micro Econometrics Using R written by Hrishikesh D. Vinod and published by North Holland. This book was released on 2020-01-24 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Financial, Macro and Micro Econometrics Using R, Volume 42, provides state-of-the-art information on important topics in econometrics, including multivariate GARCH, stochastic frontiers, fractional responses, specification testing and model selection, exogeneity testing, causal analysis and forecasting, GMM models, asset bubbles and crises, corporate investments, classification, forecasting, nonstandard problems, cointegration, financial market jumps and co-jumps, among other topics. Presents chapters authored by distinguished, honored researchers who have received awards from the Journal of Econometrics or the Econometric Society Includes descriptions and links to resources and free open source R Gives readers what they need to jumpstart their understanding on the state-of-the-art

Microeconomics Custom

Author : R. Glenn Hubbard
Publisher :
ISBN 13 : 9781256509257
Total Pages : pages
Book Rating : 4.5/5 (92 download)

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Book Synopsis Microeconomics Custom by : R. Glenn Hubbard

Download or read book Microeconomics Custom written by R. Glenn Hubbard and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of Research Methods and Applications in Empirical Microeconomics

Author : Hashimzade, Nigar
Publisher : Edward Elgar Publishing
ISBN 13 : 1788976487
Total Pages : 672 pages
Book Rating : 4.7/5 (889 download)

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Book Synopsis Handbook of Research Methods and Applications in Empirical Microeconomics by : Hashimzade, Nigar

Download or read book Handbook of Research Methods and Applications in Empirical Microeconomics written by Hashimzade, Nigar and published by Edward Elgar Publishing. This book was released on 2021-11-18 with total page 672 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written in a comprehensive yet accessible style, this Handbook introduces readers to a range of modern empirical methods with applications in microeconomics, illustrating how to use two of the most popular software packages, Stata and R, in microeconometric applications.

An Introduction to R for Quantitative Economics

Author : Vikram Dayal
Publisher :
ISBN 13 : 9788132223412
Total Pages : pages
Book Rating : 4.2/5 (234 download)

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Book Synopsis An Introduction to R for Quantitative Economics by : Vikram Dayal

Download or read book An Introduction to R for Quantitative Economics written by Vikram Dayal and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gives an introduction to R to build up graphing, simulating and computing skills to enable one to see theoretical and statistical models in economics in a unified way. The great advantage of R is that it is free, extremely flexible and extensible. The book addresses the specific needs of economists, and helps them move up the R learning curve. It covers some mathematical topics such as, graphing the Cobb-Douglas function, using R to study the Solow growth model, in addition to statistical topics, from drawing statistical graphs to doing linear and logistic regression. It uses data that can be downloaded from the internet, and which is also available in different R packages. With some treatment of basic econometrics, the book discusses quantitative economics broadly and simply, looking at models in the light of data. Students of economics or economists keen to learn how to use R would find this book very useful.

Microeconomics

Author : R. Glenn
Publisher :
ISBN 13 : 9781269331319
Total Pages : pages
Book Rating : 4.3/5 (313 download)

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Book Synopsis Microeconomics by : R. Glenn

Download or read book Microeconomics written by R. Glenn and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Microeconometrics

Author : Steven Durlauf
Publisher : Springer
ISBN 13 : 0230280811
Total Pages : 365 pages
Book Rating : 4.2/5 (32 download)

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Book Synopsis Microeconometrics by : Steven Durlauf

Download or read book Microeconometrics written by Steven Durlauf and published by Springer. This book was released on 2016-06-07 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: Specially selected from The New Palgrave Dictionary of Economics 2nd edition, each article within this compendium covers the fundamental themes within the discipline and is written by a leading practitioner in the field. A handy reference tool.

Evolutionary Microeconomics

Author : Jacques Lesourne
Publisher : Springer Science & Business Media
ISBN 13 : 3540285377
Total Pages : 296 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Evolutionary Microeconomics by : Jacques Lesourne

Download or read book Evolutionary Microeconomics written by Jacques Lesourne and published by Springer Science & Business Media. This book was released on 2006-07-01 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Classical microeconomics is intended to explain how a price system is able to coordinate the economic agents. But even if it can be extended to incomplete information and externalities, it remains grounded on very heroic assumptions. Agents are endowed with a very strong rationality, equilibrium is stated without a concrete process to achieve it, market is the unique institution considered. Evolutionary microeconomics is aimed at bypassing these limitations by considering a dynamic approach, however not biologically oriented. Agents have local information and bounded rationality, they are involved in explicit processes of interactions through time, various institutions sustain the market or substitute to it. It explains then some phenomena hardly explained by classical microeconomics: dispersion of prices, variety of industrial structures, financial bubbles.

Microeconomics

Author : David Besanko
Publisher : John Wiley & Sons
ISBN 13 : 1119554845
Total Pages : 864 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Microeconomics by : David Besanko

Download or read book Microeconomics written by David Besanko and published by John Wiley & Sons. This book was released on 2020-05-27 with total page 864 pages. Available in PDF, EPUB and Kindle. Book excerpt: Microeconomics is a classroom-tested resource for learning the key concepts, essential tools, and applications of microeconomics. This leading textbook enables students to recognize and analyze significant data, patterns, and trends in real markets through its integrated, student-friendly approach to the subject — providing practice problems, hands-on exercises, illustrative examples, and engaging applications that ground theory firmly in the real world. Each chapter, opening with a set of clearly defined learning goals based on the Bloom Taxonomy, features numerous Learning-by-Doing (LBD) problems, mathematical and graphical data, and varied problem sets focused on current events. Now in its sixth edition, the text offers extensive new and revised content throughout. All applications reflect current data and important new developments in the field of economics, including behavioral economics, randomized controlled trials (RCTs) in policy evaluation and design, and computational-based microeconomics. Updated chapter openers, designed to increase student interest, cover topics including the economic impacts of climate change, U.S. household income and spending, surge pricing by Uber and Lyft, the effect of immigration on wages, and advances in robotics, automation, artificial intelligence, and more.

Financial, Macro and Micro Econometrics Using R

Author :
Publisher : Elsevier
ISBN 13 : 0128202513
Total Pages : 352 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Financial, Macro and Micro Econometrics Using R by :

Download or read book Financial, Macro and Micro Econometrics Using R written by and published by Elsevier. This book was released on 2020-01-25 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Financial, Macro and Micro Econometrics Using R, Volume 42, provides state-of-the-art information on important topics in econometrics, including multivariate GARCH, stochastic frontiers, fractional responses, specification testing and model selection, exogeneity testing, causal analysis and forecasting, GMM models, asset bubbles and crises, corporate investments, classification, forecasting, nonstandard problems, cointegration, financial market jumps and co-jumps, among other topics. Presents chapters authored by distinguished, honored researchers who have received awards from the Journal of Econometrics or the Econometric Society Includes descriptions and links to resources and free open source R Gives readers what they need to jumpstart their understanding on the state-of-the-art