عنوان

R for everyone :

(Number (ISBN

0134546997

(Number (ISBN

9780134546995

Erroneous ISBN

013454692X

Erroneous ISBN

0134546989

Erroneous ISBN

9780134546926

Erroneous ISBN

9780134546988

Title Proper

R for everyone :

General Material Designation

[Book]

Other Title Information

advanced analytics and graphics /

First Statement of Responsibility

Jared P. Lander.

Place of Publication, Distribution, etc.

Second edition. :

Place of Publication, Distribution, etc.

Upper Saddle River, NJ :

Name of Publisher, Distributor, etc.

Pearson Education Limited (US titles),

Name of Publisher, Distributor, etc.

Addison-Wesley,

Date of Publication, Distribution, etc.

[date of publication not identified]

Date of Publication, Distribution, etc.

[2017]

Date of Publication, Distribution, etc.

©2017

Specific Material Designation and Extent of Item

1 online resource (1 volume) :

Other Physical Details

illustrations

Series Title

The Addison Wesley data and anlytics series

Text of Note

Includes bibliographical references and indexes.

Text of Note

Getting R -- The R environment -- R packages -- Basics of R -- Advanced data structures -- Reading data into R -- Statistical graphics -- Writing R functions -- Control statements -- Loops, the Un-R way to iterate -- Group manipulation -- Faster group manipulation with dplyr -- Iterating with purrr -- Data reshaping -- Reshaping data in the Tidyverse -- Manipualting strings -- Probability distributions -- Basic statistics -- Linear models -- Generalized linear models -- Model diagnostics -- Regularization and shrinkage -- Nonlinear models -- Time series and autocorrelation -- Clustering -- Model fitting with Caret -- Reproducibility and reports with knitr -- Rich documents with RMarkdown -- Interactive dashboards with shiny -- Building R packages -- Real-life resources.

0

Text of Note

Using the open source R language, you can build powerful statistical models to answer many of your most challenging questions. R has traditionally been difficult for non-statisticians to learn, and most R books assume far too much knowledge to be of help. R for Everyone, Second Edition, is the solution. Drawing on his unsurpassed experience teaching new users, professional data scientist Jared P. Lander has written the perfect tutorial for anyone new to statistical programming and modeling. Organized to make learning easy and intuitive, this guide focuses on the 20 percent of R functionality you'll need to accomplish 80 percent of modern data tasks. Lander's self-contained chapters start with the absolute basics, offering extensive hands-on practice and sample code. You'll download and install R; navigate and use the R environment; master basic program control, data import, manipulation, and visualization; and walk through several essential tests. Then, building on this foundation, you'll construct several complete models, both linear and nonlinear, and use some data mining techniques. After all this you'll make your code reproducible with LaTeX, RMarkdown, and Shiny. By the time you're done, you won't just know how to write R programs, you'll be ready to tackle the statistical problems you care about most. -- Provided by publisher.

Source for Acquisition/Subscription Address

Safari Books Online

Stock Number

CL0500000878

International Standard Book Number

9780134546926

Computer simulation.

R (Computer program language)

Scripting languages (Computer science)

Statistics-- Data processing.

Statistics-- Graphic methods-- Data processing.

Computer simulation.

COMPUTERS / Mathematical & Statistical Software

COMPUTERS / Programming Languages / General

R (Computer program language)

Scripting languages (Computer science)

Statistics-- Data processing.

Statistics-- Graphic methods-- Data processing.

COM-- 051010

COM-- 077000

Number

Edition

Class number

Lander, Jared P.

Date of Transaction

20200822085844.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y