: Dianne Cook, Deborah F. Swayne
: Interactive and Dynamic Graphics for Data Analysis With R and GGobi
: Springer-Verlag
: 9780387717623
: 1
: CHF 47.50
:
: Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik
: English
: 188
: Wasserzeichen
: PC/MAC/eReader/Tablet
: PDF

This richly illustrated book describes the use of interactive and dynamic graphics as part of multidimensional data analysis. Chapter topics include clustering, supervised classification, and working with missing values. A variety of plots and interaction methods are used in each analysis, often starting with brushing linked low-dimensional views and working up to manual manipulation of tours of several variables. The book is augmented by a wealth of online material.

Preface6
Contents9
Technical Notes12
List of Figures14
1 Introduction17
1.1 Data visualization: beyond the third dimension17
1.2 Statistical data visualization: goals and history19
1.3 Getting down to data20
1.4 Getting real: process and caveats24
1.5 Interactive investigation31
2 The Toolbox33
2.1 Introduction33
2.2 Plot types35
2.3 Plot manipulation and enhancement51
2.4 Tools available elsewhere60
2.5 Recap61
Exercises61
3 Missing Values62
3.1 Background63
3.2 Exploring missingness64
3.3 Imputation70
3.4 Recap76
Exercises77
4 Supervised Classification78
4.1 Background79
4.2 Purely graphics: getting a picture of the class structure85
4.3 Numerical methods92
4.4 Recap114
Exercises114
5 Cluster Analysis117
5.1 Background119
5.2 Purely graphics121
5.3 Numerical methods125
5.4 Characterizing clusters139
5.5 Recap140
Exercises141
6 Miscellaneous Topics143
6.1 Inference143
6.2 Longitudinal data148
6.3 Network data153
6.4 Multidimensional scaling159
Exercises165
7 Datasets167
7.1 Tips167
7.2 Australian Crabs168
7.3 Italian Olive Oils169
7.4 Flea Beetles171
7.5 PRIM7171
7.6 Tropical Atmosphere- Ocean Array ( TAO)173
7.7 Primary Biliary Cirrhosis ( PBC)175
7.8 Spam176
7.9 Wages178
7.10 Rat Gene Expression180
7.11 Arabidopsis Gene Expression182
7.12 Music185
7.13 Cluster Challenge186
7.14 Adjacent Transposition Graph186
7.15 Florentine Families187
7.16 Morse Code Confusion Rates188
7.17 Personal Social Network189
References190
Index198