{"product_id":"advanced-r-statistical-programming-and-data-models-analysis-machine-learning-and-visualization-9781484228715","title":"Advanced R Statistical Programming and Data Models: Analysis, Machine Learning, and Visualization","description":"Carry out a variety of advanced statistical analyses including generalized additive models, mixed effects models, multiple imputation, machine learning, and missing data techniques using R. Each chapter starts with conceptual background information about the techniques, includes multiple examples using R to achieve results, and concludes with a case study.\u003cbr\u003eWritten by Matt and Joshua F. Wiley, \u003ci\u003eAdvanced R Statistical Programming and Data Models\u003c\/i\u003e shows you how to conduct data analysis using the popular R language. You'll delve into the preconditions or hypothesis for various statistical tests and techniques and work through concrete examples using R for a variety of these next-level analytics. This is a must-have guide and reference on using and programming with the R language. \u003cbr\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eConduct advanced analyses in R including: generalized linear models, generalized additive models, mixed effects models, machine learning, and parallel processing\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eCarry out regression modeling using R data visualization, linear and advanced regression, additive models, survival \/ time to event analysis\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eHandle machine learning using R including parallel processing, dimension reduction, and feature selection and classification\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eAddress missing data using multiple imputation in R\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eWork on factor analysis, generalized linear mixed models, and modeling intraindividual variability \u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cbr\u003e Working professionals, researchers, or students who are familiar with R and basic statistical techniques such as linear regression and who want to learn how to use R to perform more advanced analytics. Particularly, researchers and data analysts in the social sciences may benefit from these techniques. Additionally, analysts who need parallel processing to speed up analytics are given proven code to reduce time to result(s).\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/21\/2019\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781484228715\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 638\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.48lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 1.33d","brand":"Matt Wiley, Joshua F. Wiley","offers":[{"title":"Default Title","offer_id":42896147382453,"sku":"9781484228715","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_31fd1b69-541d-4bdd-88a3-a535a1d74c33.jpg?v=1686100483","url":"https:\/\/pastforward.org\/products\/advanced-r-statistical-programming-and-data-models-analysis-machine-learning-and-visualization-9781484228715","provider":"Past Forward","version":"1.0","type":"link"}