Interactive data visualization: foundations, techniques, and applications
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Natick, Mass.
Peters
2010
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XVII, 496 S. Ill., graph. Darst., Kt. |
| ISBN: | 9781568814735 |
Internformat
MARC
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| 100 | 1 | |a Ward, Matthew |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Interactive data visualization |b foundations, techniques, and applications |c Matthew Ward, Georges Grinstein, Daniel Keim |
| 264 | 1 | |a Natick, Mass. |b Peters |c 2010 | |
| 300 | |a XVII, 496 S. |b Ill., graph. Darst., Kt. | ||
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Datensatz im Suchindex
| _version_ | 1804145627953627136 |
|---|---|
| adam_text | Titel: Interactive data visualization
Autor: Ward, Matthew
Jahr: 2010
Contents
Preface ................................ xiii
Introduction I
1.1 What Is Visualization?.................... 1
1.2 History of Visualization................... 6
1.3 Relationship between Visualization and Other Fields ... 21
1.4 The Visualization Process.................. 25
1.5 Pseudocode Conventions................... 33
1.6 The Scatterplot........................ 35
1.7 The Role of the User..................... 40
1.8 Related Readings....................... 42
1.9 Exercises............................ 43
1.10 Projects............................ 44
Data Foundations 45
2.1 Types of Data......................... 46
2.2 Structure within and between Records........... 47
2.3 Data Preprocessing...................... 50
2.4 Data Sets Used in This Book................ 66
2.5 Related Readings....................... 69
2.6 Exercises............................ 69
2.7 Projects............................ 70
Human Perception and Information Processing 73
3.1 What Is Perception?..................... 73
3.2 Physiology........................... 78
Contents
3.3 Perceptual Processing.................... 89
3.4 Perception in Visualization ................. 109
3.5 Metrics............................. 116
3.6 Related Readings....................... 127
3.7 Exercises............................ 127
3.8 Projects............................ 127
Visualization Foundations 129
4.1 The Visualization Process in Detail............. 129
4.2 Semiology of Graphical Symbols............... 133
4.3 The Eight Visual Variables ................. 137
4.4 Historical Perspective .................... 148
4.5 Taxonomies.......................... 164
4.6 Related Readings....................... 168
4.7 Exercises............................ 168
4.8 Projects............................ 169
Visualization Techniques for Spatial Data 171
5.1 One-Dimensional Data.................... 172
5.2 Two-Dimensional Data.................... 175
5.3 Three-Dimensional Data................... 180
5.4 Dynamic Data ........................ 191
5.5 Combining Techniques.................... 198
5.6 Summary ........................... 203
5.7 Related Readings....................... 204
5.8 Exercises............................ 204
5.9 Projects............................ 205
Visualization Techniques for Geospatial Data 207
6.1 Visualizing Spatial Data................... 207
6.2 Visualization of Point Data................. 218
6.3 Visualization of Line Data.................. 221
6.4 Visualization of Area Data.................. 224
6.5 Other Issues in Geospatial Data Visualization....... 232
6.6 Related Readings....................... 234
6.7 Exercises............................ 234
6.8 Projects............................ 235
Contents
7 Visualization Techniques for Multivariate Data 237
7.1 Point-Based Techniques................... 237
7.2 Line-Based Techniques.................... 244
7.3 Region-Based Techniques .................. 251
7.4 Combinations of Techniques................. 258
7.5 Related Readings....................... 268
7.6 Exercises............................ 268
7.7 Projects............................ 269
8 Visualization Techniques for Trees, Graphs, and Networks 271
8.1 Displaying Hierarchical Structures ............. 272
8.2 Displaying Arbitrary Graphs/Networks........... 278
8.3 Other Issues.......................... 284
8.4 Related Readings....................... 288
8.5 Exercises............................ 289
8.6 Projects............................ 289
9 Text and Document Visualization 291
9.1 Introduction.......................... 291
9.2 Levels of Text Representations ............... 292
9.3 The Vector Space Model................... 293
9.4 Single Document Visualizations............... 298
9.5 Document Collection Visualizations............. 302
9.6 Extended Text Visualizations................ 305
9.7 Summary ........................... 311
9.8 Related Readings....................... 312
9.9 Exercises............................ 312
9.10 Projects............................ 313
10 Interaction Concepts 315
10.1 Interaction Operators..................... 316
10.2 Interaction Operands and Spaces.............. 322
10.3 A Unified Framework..................... 331
10.4 Summary ........................... 333
10.5 Related Readings....................... 333
10.6 Exercises............................ 334
10.7 Projects............................ 334
Contents
11 Interaction Techniques 335
11.1 Screen Space ......................... 335
11.2 Object Space (3D Surfaces)................. 336
11.3 Data Space (Multivariate Data Values)........... 339
11.4 Attribute Space (Properties of Graphical Entities) .... 340
11.5 Data Structure Space (Components of Data Organization) 342
11.6 Visualization Structure Space (Components of the
Data Visualization)...................... 344
11.7 Animating Transformations................. 345
11.8 Interaction Control...................... 350
11.9 Related Readings....................... 352
11.10 Exercises............................ 352
11.11 Projects............................ 353
12 Designing Effective Visualizations 355
12.1 Steps in Designing Visualizations.............. 356
12.2 Problems in Designing Effective Visualizations....... 367
12.3 Summary ........................... 374
12.4 Related Readings....................... 375
12.5 Exercises............................ 375
12.6 Projects............................ 377
13 Comparing and Evaluating Visualization Techniques 379
13.1 User Tasks........................... 380
13.2 User Characteristics..................... 381
13.3 Data Characteristics..................... 382
13.4 Visualization Characteristics................. 383
13.5 Structures for Evaluating Visualizations.......... 384
13.6 Benchmarking Procedures.................. 385
13.7 An Example of Visualization Benchmarking........ 387
13.8 Related Readings....................... 391
13.9 Exercises............................ 392
13.10 Projects............................ 393
14 Visualization Systems 395
14.1 Systems Based on Data Type................ 395
14.2 Systems Based on Analysis Type.............. 402
14.3 Text Analysis and Visualization............... 408
14.4 Modern Integrated Visualization Systems ......... 409
14.5 Toolkits............................ 411
Contents
14.6 Related Readings....................... 418
14.7 Exercises............................ 418
14.8 Projects............................ 418
15 Research Directions in Visualization 421
15.1 Issues of Data......................... 422
15.2 Issues of Cognition, Perception, and Reasoning...... 424
15.3 Issues of System Design................... 425
15.4 Issues of Evaluation ..................... 426
15.5 Issues of Hardware...................... 427
15.6 Issues of Applications..................... 429
15.7 Related Readings....................... 431
15.8 Exercises............................ 431
15.9 Projects............................ 432
A History of Computer Graphics and Visualization 433
B Example Data Sets 439
C Sample Programs 443
Bibliography 457
Index 487
|
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| discipline | Informatik |
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| spelling | Ward, Matthew Verfasser aut Interactive data visualization foundations, techniques, and applications Matthew Ward, Georges Grinstein, Daniel Keim Natick, Mass. Peters 2010 XVII, 496 S. Ill., graph. Darst., Kt. txt rdacontent n rdamedia nc rdacarrier Datenanalyse (DE-588)4123037-1 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf Computergrafik (DE-588)4010450-3 gnd rswk-swf Visualisierung (DE-588)4188417-6 gnd rswk-swf Datenanalyse (DE-588)4123037-1 s Visualisierung (DE-588)4188417-6 s Computergrafik (DE-588)4010450-3 s DE-604 Datenverarbeitung (DE-588)4011152-0 s 1\p DE-604 Grinstein, Georges G. Verfasser (DE-588)11475649X aut Keim, Daniel 1965- Verfasser (DE-588)1016266006 aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=022495261&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 | Ward, Matthew Grinstein, Georges G. Keim, Daniel 1965- Interactive data visualization foundations, techniques, and applications Datenanalyse (DE-588)4123037-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Computergrafik (DE-588)4010450-3 gnd Visualisierung (DE-588)4188417-6 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4011152-0 (DE-588)4010450-3 (DE-588)4188417-6 |
| title | Interactive data visualization foundations, techniques, and applications |
| title_auth | Interactive data visualization foundations, techniques, and applications |
| title_exact_search | Interactive data visualization foundations, techniques, and applications |
| title_full | Interactive data visualization foundations, techniques, and applications Matthew Ward, Georges Grinstein, Daniel Keim |
| title_fullStr | Interactive data visualization foundations, techniques, and applications Matthew Ward, Georges Grinstein, Daniel Keim |
| title_full_unstemmed | Interactive data visualization foundations, techniques, and applications Matthew Ward, Georges Grinstein, Daniel Keim |
| title_short | Interactive data visualization |
| title_sort | interactive data visualization foundations techniques and applications |
| title_sub | foundations, techniques, and applications |
| topic | Datenanalyse (DE-588)4123037-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Computergrafik (DE-588)4010450-3 gnd Visualisierung (DE-588)4188417-6 gnd |
| topic_facet | Datenanalyse Datenverarbeitung Computergrafik Visualisierung |
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