An R and S-Plus companion to applied regression:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Thousand Oaks [u.a.]
Sage Publications
2002
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | 2. Aufl. u.d.T.: Fox, John: An R companion to applied regression |
| Physical Description: | XVI, 312 S. Ill. |
| ISBN: | 0761922792 0761922806 |
Staff View
MARC
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| 100 | 1 | |a Fox, John |d 1947- |e Verfasser |0 (DE-588)132520346 |4 aut | |
| 245 | 1 | 0 | |a An R and S-Plus companion to applied regression |c John Fox |
| 264 | 1 | |a Thousand Oaks [u.a.] |b Sage Publications |c 2002 | |
| 300 | |a XVI, 312 S. |b Ill. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a 2. Aufl. u.d.T.: Fox, John: An R companion to applied regression | ||
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| 650 | 4 | |a R (Langage de programmation) | |
| 650 | 7 | |a R (computerprogramma) |2 gtt | |
| 650 | 7 | |a Regressieanalyse |2 gtt | |
| 650 | 7 | |a S-Plus |2 gtt | |
| 650 | 7 | |a S-plus |2 larpcal | |
| 650 | 7 | |a Software estatístico para microcomputadores |2 larpcal | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a R (Computer program language) | |
| 650 | 4 | |a Regression analysis |x Data processing | |
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Record in the Search Index
| _version_ | 1805083671196073984 |
|---|---|
| adam_text |
Contents
Preface
ix
Acknowledgments
xvi
1.
Introducing
R
and
S-PLUS
1
RI S
Basics
1
1.1.1
Interacting with the Interpreter
2
1.1.2
S
Functions
4
1.1.3
Vectors and Variables
7
1.1.4
User-Defined Functions
12
1.1.5
Cleaning Up
14
1.1.6
Command Editing and Output Management
15
1.1.7
When Things Go Wrong
16
An Extended Illustration: Duncan's
Occupational-Prestige Regression
18
1.2.1
Reading the Data
19
1.2.2
Examining the Data
21
1.2.3
Regression Analysis
26
1.2.4
Regression Diagnostics
28
S
Functions for Basic Statistics
34
2.
Reading and Manipulating Data
37
ЩШ
Data Input
38
2.1.1
Keyboard
Input
38
2.1.2
File Input to a Data Frame
42
2.1.3
Importing Data
46
2.1.4
Accessing Data in
S
Libraries
47
2.1.5
Getting Data Out of
S
48
Working with Data Frames
49
2.2.1
The Search Path
49
2.2.2
Missing Data
54
2.2.3
Numeric Variables and Factors
60
2.2.4
Modifying Data
62
(¡JIJ Matrices,
Arrays, and Lists
68
2.3.1
Matrices
69
2.3.2
Arrays
70
2.3.3
Lists
70
2.3.4
Indexing
71
JUJ
Data Attributes, Modes, and Classes*
78
2.4.1
Data in S4
82
3.
Exploring and Transforming Data
85
ЩЦ
Examining Distributions
86
3.1.1
Histograms and Stem-and-Leaf Displays
86
3.1.2
Density Estimates
88
3.1.3
Quantile-Comparison Plots
90
3.1.4
Boxplots
91
jiJII
Examining Relationships
93
3.2.1
Scatterplots
93
3.2.2
Bivariate Density Estimates
98
3.2.3
Parallel Boxplots
100
ЩИ
Examining Multivariate Data
102
3.3.1
Scatterplot Matrices
102
3.3.2
Conditioning Plots
105
Qj Transforming Data
106
3.4.1
Transformations for Normality and Symmetry
109
3.4.2
Transformations to Equalize Spread
113
3.4.3
Transformations to Linearity
115
4.
Fitting Linear Models
119
fjfjj
Linear Least Squares Regression
119
4.1.1
Simple Regression
119
4.1.2
Multiple Regression
123
4.1.3
Standardized Regression Coefficients
124
јјЦјЈЈ
Dummy-Variable Regression
126
4.2.1
Factors
126
4.2.2
Contrasts
127
4.2.3
Ordered Factors
130
4.2.4
Fitting Additive Dummy-Regression Models
130
4.2.5
Dummy Regression with Interactions
133
Ijjl
Analysis of Variance Models
136
JUH
User-Specified Contrasts*
142
ЯЯ
General Linear Hypotheses*
145
4.7.1
formula
4.7.2
data
4.7.3
subset
4.7.4
weights
4.7.5
na.
action
4.7.6
method, model
4.7.7
singular.ok*
4.7.8
contrasts
Data and Confidence Ellipses
147
More on lm and Model Formulas
149
149
150
151
151
151
,
y, qr*
152
152
152
4.7.9
of
f
set (R only)
153
5.
Fitting Generalized Linear Models
155
ИјјЈ
The Structure of Generalized Linear Models
155
ЯВ
Models for Categorical Responses
158
5.2.1
Dichotomous Data
158
5.2.2
Polytomous Data
167
IIIŞ;
Poisson
Generalized Linear Models for Count Data
177
5.3.1
Poisson
Regression
178
5.3.2
Log-Linear Models for Contingency Tables
181
IIJIjj Odds and Ends
185
5.4.1
Other Generalized Linear Models
185
5.4.2
Arguments to glm
188
lljj Fitting Generalized Linear Models
by Iterated Weighted Least Squares*
189
6.
Diagnosing Problems in Linear and Generalized Linear Models
191
ІЯІ
Unusual Data
192
6.1.1
Outliers: Studentized Residuals
192
6.1.2
Leverage: Hat Values
194
6.1.3
Influence Measures
195
fHH
Nonnormal
Errors
201
6.2.1
Box
-Сох
Transformation of
y
203
6.2.2
Constructed-Variable Plot
for the
Box
-Сох
Transformation
204
ДјЈ
Nonconstant
Error Variance
206
6.3.1
Score Tests for
Nonconstant
Error Variance
208
6.3.2
Other Approaches to
Nonconstant
Error Variance
208
ЦЩ
Nonlinearity
210
6.4.1
Component
+
Residual and CERES Plots
210
6.4.2
Box-Tidwell Transformations
of the Predictors
214
6.4.3
Constructed-Variable Plots
for Box-Tidwell Transformations
215
¡pii Collinearity
and Variable Selection
216
6.5.1
Variance-Inflation Factors
216
6.5.2
Variable Selection
220
¡lipi
Diagnostics for Generalized Linear Models
225
6.6.1
Outlier, Leverage, and Influence Diagnostics
225
6.6.2
Nonlinearity Diagnostics
230
7.
Drawing Graphs
235
ijjjj
A General Approach to
S
Graphics
236
7.1.1
Defining a Coordinate System: plot
236
7.1.2
Adding Graphical Elements: axis, points,
lines, text, and so on
239
7.1.3
Specifying Colors
246
SB Putting it Together: Effect Displays
247
Jgjll
Graphics Devices
255
8.
Writing Programs
257
Jfjjjj Defining Functions
258
Ilji
Working with Matrices*
261
¡ÜU
Program Control: Conditionals, Loops, and Recursion
268
8.3.1
Conditionals
268
8.3.2
Loops (Iteration)
269
8.3.3
Recursion
272
8.3.4
An Extended Illustration: Binary Logistic Regression*
273
јјД
apply and its Relatives
278
¡III Object-Oriented Programming in S*
283
8.5.1
S
Version
3 283
8.5.2
S
Version
4 288
Яй
Writing
S
Programs
292
References
295
Index of Data Sets
299
Index of Functions, Operators, Control Structures,
and Other Symbols
300
Author Index
305
Subject Index
306
About the Author
312 |
| any_adam_object | 1 |
| author | Fox, John 1947- |
| author_GND | (DE-588)132520346 |
| author_facet | Fox, John 1947- |
| author_role | aut |
| author_sort | Fox, John 1947- |
| author_variant | j f jf |
| building | Verbundindex |
| bvnumber | BV019575703 |
| callnumber-first | Q - Science |
| callnumber-label | QA278 |
| callnumber-raw | QA278.2 |
| callnumber-search | QA278.2 |
| callnumber-sort | QA 3278.2 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 601 |
| classification_tum | DAT 368f MAT 628f |
| ctrlnum | (OCoLC)845500411 (DE-599)BVBBV019575703 |
| dewey-full | 519.5/36/0285 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/36/0285 |
| dewey-search | 519.5/36/0285 |
| dewey-sort | 3519.5 236 3285 |
| dewey-tens | 510 - Mathematics |
| discipline | Informatik Mathematik |
| format | Book |
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| id | DE-604.BV019575703 |
| illustrated | Illustrated |
| indexdate | 2024-07-20T07:52:16Z |
| institution | BVB |
| isbn | 0761922792 0761922806 |
| language | English |
| lccn | 2002066787 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-012915240 |
| oclc_num | 845500411 |
| open_access_boolean | |
| owner | DE-91G DE-BY-TUM DE-739 DE-20 |
| owner_facet | DE-91G DE-BY-TUM DE-739 DE-20 |
| physical | XVI, 312 S. Ill. |
| publishDate | 2002 |
| publishDateSearch | 2002 |
| publishDateSort | 2002 |
| publisher | Sage Publications |
| record_format | marc |
| spelling | Fox, John 1947- Verfasser (DE-588)132520346 aut An R and S-Plus companion to applied regression John Fox Thousand Oaks [u.a.] Sage Publications 2002 XVI, 312 S. Ill. txt rdacontent n rdamedia nc rdacarrier 2. Aufl. u.d.T.: Fox, John: An R companion to applied regression Fernsehen SPlus (DE-588)108720500X gnd rswk-swf S-Plus Analyse de régression - Informatique Análise de regressão e de correlação larpcal Análise multivariada larpcal R (Langage de programmation) R (computerprogramma) gtt Regressieanalyse gtt S-Plus gtt S-plus larpcal Software estatístico para microcomputadores larpcal Datenverarbeitung R (Computer program language) Regression analysis Data processing Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf R Programm (DE-588)4705956-4 gnd rswk-swf S-PLUS (DE-588)4321162-8 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s S-PLUS (DE-588)4321162-8 s R Programm (DE-588)4705956-4 s DE-604 Fernsehen SPlus (DE-588)108720500X b 1\p DE-604 Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012915240&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Fox, John 1947- An R and S-Plus companion to applied regression Fernsehen SPlus (DE-588)108720500X gnd S-Plus Analyse de régression - Informatique Análise de regressão e de correlação larpcal Análise multivariada larpcal R (Langage de programmation) R (computerprogramma) gtt Regressieanalyse gtt S-Plus gtt S-plus larpcal Software estatístico para microcomputadores larpcal Datenverarbeitung R (Computer program language) Regression analysis Data processing Regressionsanalyse (DE-588)4129903-6 gnd R Programm (DE-588)4705956-4 gnd S-PLUS (DE-588)4321162-8 gnd |
| subject_GND | (DE-588)108720500X (DE-588)4129903-6 (DE-588)4705956-4 (DE-588)4321162-8 |
| title | An R and S-Plus companion to applied regression |
| title_auth | An R and S-Plus companion to applied regression |
| title_exact_search | An R and S-Plus companion to applied regression |
| title_full | An R and S-Plus companion to applied regression John Fox |
| title_fullStr | An R and S-Plus companion to applied regression John Fox |
| title_full_unstemmed | An R and S-Plus companion to applied regression John Fox |
| title_short | An R and S-Plus companion to applied regression |
| title_sort | an r and s plus companion to applied regression |
| topic | Fernsehen SPlus (DE-588)108720500X gnd S-Plus Analyse de régression - Informatique Análise de regressão e de correlação larpcal Análise multivariada larpcal R (Langage de programmation) R (computerprogramma) gtt Regressieanalyse gtt S-Plus gtt S-plus larpcal Software estatístico para microcomputadores larpcal Datenverarbeitung R (Computer program language) Regression analysis Data processing Regressionsanalyse (DE-588)4129903-6 gnd R Programm (DE-588)4705956-4 gnd S-PLUS (DE-588)4321162-8 gnd |
| topic_facet | Fernsehen SPlus S-Plus Analyse de régression - Informatique Análise de regressão e de correlação Análise multivariada R (Langage de programmation) R (computerprogramma) Regressieanalyse S-plus Software estatístico para microcomputadores Datenverarbeitung R (Computer program language) Regression analysis Data processing Regressionsanalyse R Programm S-PLUS |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012915240&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT foxjohn anrandspluscompaniontoappliedregression |