aam a22 4500
211915
211915
190501b 2018 ||||| |||| 00| 0 eng d
9781498730235
006.312
P3E9
Pearson, Ronald K.
379341
Exploratory data analysis using R
CRC Press
2018
Florida
xv, 547p.
With index
Chapman and Hall/CRC data mining and knowledge discovery series
379342
Table of Contents
I Analyzing Data Interactively with R
1 Data, Exploratory Analysis, and R
2 Graphics in R
3 Exploratory Data Analysis: A First Look
4 Working with External Data
5 Linear Regression Models
6 Crafting Data Stories
II Developing R Programs
7 Programming in R
8 Working with Text Data
9 Exploratory Data Analysis: A Second Look
10 More General Predictive Models
11 Keeping It All Together
Exploratory Data Analysis Using R provides a classroom-tested introduction to exploratory data analysis (EDA) and introduces the range of "interesting" – good, bad, and ugly – features that can be found in data, and why it is important to find them. It also introduces the mechanics of using R to explore and explain data. The book begins with a detailed overview of data, exploratory analysis, and R, as well as graphics in R. It then explores working with external data, linear regression models, and crafting data stories. The second part of the book focuses on developing R programs, including good programming practices and examples, working with text data, and general predictive models. The book ends with a chapter on "keeping it all together" that includes managing the R installation, managing files, documenting, and an introduction to reproducible computing. The book is designed for both advanced undergraduate, entry-level graduate students, and working professionals with little to no prior exposure to data analysis, modeling, statistics, or programming. it keeps the treatment relatively non-mathematical, even though data analysis is an inherently mathematical subject. Exercises are included at the end of most chapters, and an instructor's solution manual is available.
https://www.crcpress.com/Exploratory-Data-Analysis-Using-R/Pearson/p/book/9781138480605
Mathematical statistics--data processing
379343
Data mining
379344
Electronic data processing--data preparation
379345
R--computer program language
379346
ddc
BK
0
0
ddc
0
006_312000000000000_P3E9
0
NFIC
358403
VSL
VSL
GEN
2019-05-01
19
4.00
Slot 105 (0 Floor, West Wing)
1
006.312 P3E9
199271
2019-10-22
2019-06-24
2019-06-24
5161.44
BK