E-Book, Englisch, 188 Seiten
Reihe: Use R!
Cook / Swayne Interactive and Dynamic Graphics for Data Analysis
1. Auflage 2007
ISBN: 978-0-387-71762-3
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
With R and GGobi
E-Book, Englisch, 188 Seiten
Reihe: Use R!
ISBN: 978-0-387-71762-3
Verlag: Springer
Format: PDF
Kopierschutz: 1 - PDF Watermark
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.
Autoren/Hrsg.
Weitere Infos & Material
1;Preface;6
2;Contents;9
3;Technical Notes;12
4;List of Figures;14
5;1 Introduction;17
5.1;1.1 Data visualization: beyond the third dimension;17
5.2;1.2 Statistical data visualization: goals and history;19
5.3;1.3 Getting down to data;20
5.4;1.4 Getting real: process and caveats;24
5.5;1.5 Interactive investigation;31
6;2 The Toolbox;33
6.1;2.1 Introduction;33
6.2;2.2 Plot types;35
6.3;2.3 Plot manipulation and enhancement;51
6.4;2.4 Tools available elsewhere;60
6.5;2.5 Recap;61
6.6;Exercises;61
7;3 Missing Values;62
7.1;3.1 Background;63
7.2;3.2 Exploring missingness;64
7.3;3.3 Imputation;70
7.4;3.4 Recap;76
7.5;Exercises;77
8;4 Supervised Classification;78
8.1;4.1 Background;79
8.2;4.2 Purely graphics: getting a picture of the class structure;85
8.3;4.3 Numerical methods;92
8.4;4.4 Recap;114
8.5;Exercises;114
9;5 Cluster Analysis;117
9.1;5.1 Background;119
9.2;5.2 Purely graphics;121
9.3;5.3 Numerical methods;125
9.4;5.4 Characterizing clusters;139
9.5;5.5 Recap;140
9.6;Exercises;141
10;6 Miscellaneous Topics;143
10.1;6.1 Inference;143
10.2;6.2 Longitudinal data;148
10.3;6.3 Network data;153
10.4;6.4 Multidimensional scaling;159
10.5;Exercises;165
11;7 Datasets;167
11.1;7.1 Tips;167
11.2;7.2 Australian Crabs;168
11.3;7.3 Italian Olive Oils;169
11.4;7.4 Flea Beetles;171
11.5;7.5 PRIM7;171
11.6;7.6 Tropical Atmosphere- Ocean Array ( TAO);173
11.7;7.7 Primary Biliary Cirrhosis ( PBC);175
11.8;7.8 Spam;176
11.9;7.9 Wages;178
11.10;7.10 Rat Gene Expression;180
11.11;7.11 Arabidopsis Gene Expression;182
11.12;7.12 Music;185
11.13;7.13 Cluster Challenge;186
11.14;7.14 Adjacent Transposition Graph;186
11.15;7.15 Florentine Families;187
11.16;7.16 Morse Code Confusion Rates;188
11.17;7.17 Personal Social Network;189
12;References;190
13;Index;198
