R in Action: Data Analysis and Graphics with R
کتاب آموزش دیتا آنالیز به زبان برنامه نویسی آر : ویرایش دوم
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نویسنده:
Dr. Rob Kabacoff
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ناشر:
Manning Publications
- نوع فایل: PDF
- حجم فایل: 19.35 مگابایت
100+
19.35 مگابایت
توضیحات کتاب
About the Technology
Business pros and researchers thrive on data, and R speaks the language of data analysis. R is a powerful programming language for statistical computing. Unlike general-purpose tools, R provides thousands of modules for solving just about any data-crunching or presentation challenge you're likely to face. R runs on all important platforms and is used by thousands of major corporations and institutions worldwide.
About the Book
R in Action, Second Edition teaches you how to use the R language by presenting examples relevant to scientific, technical, and business developers. Focusing on practical solutions, the book offers a crash course in statistics, including elegant methods for dealing with messy and incomplete data. You'll also master R's extensive graphical capabilities for exploring and presenting data visually. And this expanded second edition includes new chapters on forecasting, data mining, and dynamic report writing.
What's Inside
- Complete R language tutorial
- Using R to manage, analyze, and visualize data
- Techniques for debugging programs and creating packages
- OOP in R
- Over 160 graphs
About the Author
Dr. Rob Kabacoff is a seasoned researcher and teacher who specializes in data analysis. He also maintains the popular Quick-R website at statmethods.net.
Table of Contents
- Introduction to R
- Creating a dataset
- Getting started with graphs
- Basic data management
- Advanced data management
- Basic graphs
- Basic statistics
- Regression
- Analysis of variance
- Power analysis
- Intermediate graphs
- Resampling statistics and bootstrapping
- Generalized linear models
- Principal components and factor analysis
- Time series
- Cluster analysis
- Classification
- Advanced methods for missing data
- Advanced graphics with ggplot2
- Advanced programming
- Creating a package
- Creating dynamic reports
- Advanced graphics with the lattice package available online only from manning.com/kabacoff2
PART 1 GETTING STARTED
PART 2 BASIC METHODS
PART 3 INTERMEDIATE METHODS
PART 4 ADVANCED METHODS
PART 5 EXPANDING YOUR SKILLS
مشخصات کتاب
- ناشر: Manning Publications
- نویسنده: Dr. Rob Kabacoff
- نوع محصول: کتاب وزیری
- شابک : 9781617291388
- تعداد صفحه : 608
- سال انتشار : June 6, 2015
- نوبت انتشار : 2nd edition