000 02359nam a22002057a 4500
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020 _a9781032509273
082 _a005.133
_bWIC
100 _aWickham, Hadley
_914441
245 _aAdvanced R
250 _a2nd
260 _bCRC Press
_aNew York
_c2023
300 _axv, 587 p.
365 _aINR
_b1799.00
490 _aChapman & Hall/CRC The R Series
520 _aAdvanced R helps you understand how R works at a fundamental level. It is designed for R programmers who want to deepen their understanding of the language, and programmers experienced in other languages who want to understand what makes R different and special. This book will teach you the foundations of R; three fundamental programming paradigms (functional, object-oriented, and metaprogramming); and powerful techniques for debugging and optimising your code. By reading this book, you will learn: The difference between an object and its name, and why the distinction is important The important vector data structures, how they fit together, and how you can pull them apart using subsetting The fine details of functions and environments The condition system, which powers messages, warnings, and errors The powerful functional programming paradigm, which can replace many for loops The three most important OO systems: S3, S4, and R6 The tidy eval toolkit for metaprogramming, which allows you to manipulate code and control evaluation Effective debugging techniques that you can deploy, regardless of how your code is run How to find and remove performance bottlenecks The second edition is a comprehensive update: New foundational chapters: "Names and values," "Control flow," and "Conditions" comprehensive coverage of object oriented programming with chapters on S3, S4, R6, and how to choose between them Much deeper coverage of metaprogramming, including the new tidy evaluation framework use of new package like rlang (http://rlang.r-lib.org), which provides a clean interface to low-level operations, and purr (http://purrr.tidyverse.org/) for functional programming Use of color in code chunks and figures (https://www.routledge.com/Advanced-R-Second-Edition/Wickham/p/book/9780367255374)
650 _aR (Computer programming languages)
_916099
942 _cBK
_2ddc
999 _c6190
_d6190