Data Analytics for the Social Sciences: Applications in RКНИГИ » ПРОГРАММИНГ
Название: Data Analytics for the Social Sciences: Applications in R Автор: G. David Garson Издательство: Routledge Год: 2022 Страниц: 705 Язык: английский Формат: pdf (true) Размер: 23.9 MB
Data Analytics for the Social Sciences is an introductory, graduate-level treatment of data analytics for social science. It features applications in the R language, arguably the fastest growing and leading statistical tool for researchers.
The book starts with an ethics chapter on the uses and potential abuses of data analytics. Chapters 2 and 3 show how to implement a broad range of statistical procedures in R. Chapters 4 and 5 deal with regression and classification trees and with random forests. Chapter 6 deals with machine learning models and the "caret" package, which makes available to the researcher hundreds of models. Chapter 7 deals with neural network analysis and Chapter 8 with network analysis and visualization of network data. A final chapter treats text analysis, including web scraping, comparative word frequency tables, word clouds, word maps, sentiment analysis, topic analysis, and more. All empirical chapters have two "Quick Start" exercises designed to allow quick immersion in chapter topics, followed by "In Depth" coverage. Data are available for all examples and runnable R code is provided in a "Command Summary". An appendix provides an extended tutorial on R and RStudio. Over 30 online supplements, covering all chapters, provide "books within the book" on a variety of topics, such as agent-based modelling.
Rather than focusing on equations, derivations and proofs, this book emphasises hands-on obtaining of output for various social science models and on how to interpret the output. It is suitable for all advanced level undergraduate and postgraduate students learning statistical data analysis.
Скачать Data Analytics for the Social Sciences: Applications in R
R Programming: An Approach to Data Analytics Название: R Programming: An Approach to Data Analytics Автор: G. Sudhamathy, C. Jothi Venkateswaran Издательство: MJP Publishers Год: 2019 ...
Big Data Analytics: A Social Network Approach Название: Big Data Analytics: A Social Network Approach Автор: Mrutyunjaya Panda, Ajith Abraham Издательство: CRC Press ISBN: 1138082163 Год: 2018...
Big Data and Visual Analytics Автор: Sang C. Suh, Thomas Anthony Название: Big Data and Visual Analytics Издательство: Springer Год: 2018 ISBN: 9783319639154 Язык: English Формат:...
Data Analytics Made Accessible Автор: Anil Maheshwari Название: Data Analytics Made Accessible Издательство: Amazon Digital Services LLC Год: 2015 ASIN: B00K2I2JL8 Язык: English...
Информация
Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.
Навигация
Вход на сайт
Реклама
Data Analytics for the Social Sciences: Applications in R 
Название: Data Analytics for the Social Sciences: Applications in R
