Interactive data visualization: foundations, techniques, and applications
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton, FL [u.a.]
CRC Press
2015
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| Ausgabe: | second edition |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Hier auch später erschienene, unveränderte Nachdrucke |
| Beschreibung: | XIX, 558 Seiten. Illustrationen, Diagramme, Karten |
| ISBN: | 9780367783488 9781482257373 |
Internformat
MARC
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| 245 | 1 | 0 | |a Interactive data visualization |b foundations, techniques, and applications |c Matthew O. Ward ; Georges Grinstein ; Daniel Keim |
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Datensatz im Suchindex
| _version_ | 1804152655587573760 |
|---|---|
| adam_text | Titel: Interactive data visualization
Autor: Ward, Matthew
Jahr: 2015
Index acceleration, 397 curve, 400 accuracy, 101, 102 activation map, 109 advection, 210 aesthetics, 417-419 attributes, 172 aggregation, 70, 191 al-Biruni, Abu Rayhan Muhammad ibn Ahmad, 12 Andrews curve, 296 Andrienko, N., 263 animation, 459 ease-in, ease-out, 399 APT, 161-162, 164, 166 arc diagrams, 350 arc length, 398 area data, 239-247 artifact, 144 Ashmolean Museum, 7 AutoVisual, 166-167 AVE, 169-170 axes operations, 170 types, 170 balance, 417 bar charts, 141, 223, 299-301, 455 bar graphs, 186 barycentric displays, 291 benchmarking, 438-439 example, 439-444 procedure, 438 Bergeron, Daniel, 162 Bertin, Jacques, 160, 167, 333 blind spot, 91-93 Blinn, James, 203 blobby objects, see implicit surfaces block, 329 boids, 123 boundary-detection, 73 BOZ, 164-166 brain, 95 brightness, 100, 151-152 brushing, 370, 371, 459 structure-based, 376 Buja, Andreas, 454 CareCruiser, 271-273 CartoDraw algorithm, 243-246 cartograms, 239, 241-247 circular, 242 continuous, 242 noncontiguous, 242 noncontinuous, 241 rectangular, 246-247 case studies, 437 Casner, Stephen, 164 cave paintings, 7 change blindness, 110, 114-118 549
550 Index channel capacity, 126 chart junk, 423 Chauvet-Pont-d’Arc Cave, 7 Chernoff face, 309 Chi, Ed, 464 choropleth maps, 239, 240 chunking, 134 ciliary body, 88 circular area graphs, 298 bar charts, 297 bar graphs, 298 line graph, 297 cityscapes, 188, 300 classification, 201 Cleveland, William, 130 clustering, 56, 432, 440, 442-443 cognition, see perception color, 118-121, 152-154 bar, 184 design guides, 415-417 histogram equalization, 392 perception, 233 scales, 378 color maps, 153 colormap control, 410 compilation, 134 compositing, 200 computational fluid dynamics, 204 computational steering, 34 cone tree, 325 cones, 89-92 conjunction searches, 99, 100, 104, 106, 110 connected component, 329 connection, 365, 370-371 continuous cartogram problem, 243-246 contour, 189 contour lines, 214-216 contrast, 104 enhancement, 392 conversion raster to vector, 71-73 convolution, 70, 72-73, 211 Cook, Dianne, 454 cornea, 88 corpus, 341 correlation analysis, 56 correlation coefficient, 395 correspondence analysis, 69 coxcomb chart, 14 curvature, 104 cut planes, 195-196, 211, 213 cutvertex, 329 Da Vinci, Leonardo, 15, 204 data characteristics, 434-435 dimensionality, 434 distortion, 3 distribution, 435 foundations, 51-79 geospatial, 221-251 mean, 56 missing values, 57-58 multivariate, 300, 301 nominal, 52, 476 nonstructured, 477 number of parameters, 434 observations, 51 one-dimensional, 184-187 ordering, 312 ordinal, 52 preprocessing, 56-73, 140 quality, 378, 477 range, 435 raw vs. derived, 424-426 realsynth, 435 scale, 52 scaling, 3 scrubbing, 420 size, 434 standard deviation, 57 structure, 53-56, 434 subsetting, 64 temporal, 477 three-dimensional, 192-204 time-oriented, see time-series visualization transformations, 464 two-dimensional, 187-192 type, 434
Index 551 uncertainty, 378 variables, 51 volume, 194-202 data aspects, 261 Data Mountain, 465 data sets cars, 75 cereal, 75 Colorado, 73 CT scan, 75 Detroit, 75 Dow Jones, 73 Iris, 66 temperature, 74 turbulent flow, 74 US census, 76 VAST challenges, 75 World databank, 75 deceleration, 397 dense pixel displays, 311-315 circle segments, 313 recursive pattern, 312 design automatic, 171 problems, 419-426 dimension embedding, 286 excessive, 421 orderings, 309, 313, 394 reduction, 65-68, 286, 450, 457 reordering, 451 subsetting, 286 dimensional stacking, 304-305, 450 direct manipulation, 402, 403, 411 display walls, 482 distortion, 16, 335-338, 371-375, 377-381, 387 linear, 372 nonlinear, 372 pipeline, 383 DocuBurst, 465 document cards, 354, 355 document visualization, see visualization, text and document dot maps, 232-233 drill-down, see navigation, drill-down dynamic data, 476 dynamic query specification, 368 EAVE, 171 edge bundling, 237-238 effectiveness, 142, 161, 166 electrocardiogram, 17 Elting, Linda, 4 encoding, 365, 369 370 enhanced interactive spiral, 270. 272 evaluation, 431-444 procedures, 436-438 resaerch issues, 480-481 expert reviews, 437 exploration, see navigation exploratory data analysis (EDA), see visualization, exploratory exponential smoothing, 71 expressiveness, 142, 161, 166 eye anatomy, 87-93 movement, 95-97 physiology, 86-96 face, 329 feature hierarchy, 113-114 feature integration theory. 101-104, 106 feature maps, 102, 108 field tests, 437 filtering, 70-71, 365, 368-369, 375, 376, 459 fisheye lens, 337, 373, 387, 396, 457 flocking boids, 275-276 flow field, 205 flow maps, 237-238 flow visualization, 204-211 fly-through, 389 focus, 135, 417 focus+context, 336, 337 footprints, 372 force-based methods, 286-291 forward mapping, 199 fovea, 89-91 Frank, A. U., 255 Friendly, Michael, 7, 48 Fua, Ying-Huey, 450
552 Index gene expression, 48 genetic network, 22 geographic information systems, 221, 248 geovisualization, see data, geospatial Gestalt Laws, 36 GGobi, 454, 456, 457 GlyphMaker, 378 glyphs, 194, 306-311 arrow, 207, 213 examples, 307-308 layout, 309 star, 66, 440, 443, 450 Goralwalla, I. A., 255 gradient, 201, 216 central difference estimator, 202 intermediate difference operator, 201 grand tours, 367, 390, 455 graphical processing units, 482 graphical symbol, 143 graphics analysis, 147 attributes, 30 grammar, 172-173 language, 27 pipeline, 31-32 primitives, 23, 30 relation to visualization, 23-28 rules, 146 graphs, 319, 326-338, 455 arbitrary, 326 attachments, 329 biconnected, 329 bipartite, 330 connected, 328, 329 converting nonplanar to planar, 331 drawing, 338 force-directed, 327 planar, 328 entity, 359 interlace, 329 matrix representation, 333-334 pieces, 329 planarity test, 329, 330 pseudo-dual, 244 spring layouts, 351 triconnected, 329 visualization, 338 GraphViz, 452, 454 Great Wall of Space-Time, 264, 265 grid Cartesian, 54 hyperbolic, 54 spherical, 54 grid marks, 413 Grinstein, Georges, 162 GROOVE, 265-267 GTK, 457 guided search theory, 101, 108-110, 115 hand-held displays, 481 Hanrahan, Pat, 462 hardware resaerch issues, 481-483 Harris, R. L., 268 Hearst, Marti, 356 Heatmaps, 301 Hereford map, 9, 10 Hering illusion, 85 Hermann grid, 85 heuristic evaluation, 437 Hibbard, William, 168 hierarchical parallel coordinates, 450, 451 hierarchies, 320 hieroglyphics, 9 highlighting, 295 histogram, 57, 191, 300-301, 306 IV-dimensional, 305 three-dimensional, 301 volume, 394 Hoffman, Patrick, 173 hue, 152 hyperbolic projections, 380 hypothesis testing, 43 IBM Visualization Data Explorer, 447 icons, 194, see also glyphs stick figure, 121 image, 187 immersive environments, 482
Index 553 implantation, 160 implicit surfaces, 202-204, 209 imposition, 160 imputation, 58, 79 Imrich, P., 277 information density, 411-412 InfoScope, 457-459 InfoVis Toolkit, 467 Inselberg, Al, 294 interaction, 30, 365-405 blender, 382 concepts, 365-385 control, 402-404 devices, 483 direct vs. indirect, 369 extends, 382 focus, 382 framework, 382 operands, 372-373 operators, 366-372 techniques, 387-405 transformation, 382 interference, 113, 114 interpolation, 55, 61, 195, 198, 200, 206, 388 bilinear, 62, 192 Catmull-Rom, 63 linear, 62, 397 nonlinear, 63 InterRing, 376, 377, 452 inverse mapping, 200 iris, 88 isosurface, 195-199, 203, 211, 213-214, 467 isovalue, 189 ITK, 467 Jigsaw, 358, 359, 361, 460, 461 judgment absolute, 127-130 absolute vs. relative, 426 color, 128, 129 line geometry, 128 position, 128, 129 relative, 130-132 size, 128, 129 juxtaposition, 186, 189, 292 Kanizsa illusion, 85 Keim, Daniel, 177, 311 Keller, Mary, 175 Keller, Peter, 175 keys, 412-415 Kish tablet, 7, 8 Kitware, 467 knowledge discovery, see also visualization, exploratory pipeline, 34 KronoMiner, 263, 264 labeling, 248, 334, 412-415 lattice model, 168 learning, 479 legends, 412-415 lens, 88 level-of-detail, 410 Lewis, Clayton, 162 lie factor, 420 line chart, 223 line data, 235 line graphs, 184, 292-294 line integral convolution, 209-211 line plot, 268, 306 line-based techniques, 292-298 linked brushing, 294 linked selection, 370 linking, 370 literature fingerprinting, 351, 352 local linear embedding, 65, 68 logograms, 7 luminance, 100 MacEachren, A. M., 263 Mackinlay, Jack, 161-162, 167, 168 composition algebra, 161 ManyEyes, 349 mapping control, 410 mappings, 30, 140 intuitive, 408-410 maps, 189, 222 cluster, 351 dasymetric, 239 feature, 102 generalization, 248 Google, 16, 17
554 Index maps (continued) isarithmic, 239 isometric, 239 isopleth, 239 John Snow’s, 10, 11, 48 labeling, 248 primitives area, 222 line, 222 point, 222 surface, 222 projections, 221, 224-229 self organizing, 351, 353 thematic, 239 Tokyo underground, 16 types, 223 visual variables, 229-230 Marching Cubes, 196-199 marks, 147, 150-151, 194, see also glyphs matrix displays, 326 MDS, see multidimensional scaling memory, 124-125, 479 long-term, 110, 124 sensory, 124 short-term, 107, 124, 133-134 metaballs, see implicit surfaces metadata, 56-57, 341 metrics, 125-136 Miller, George, 126 Minard, Charles Joseph, 12 morphemes, 9 motion, 122-124, 157 direction, 123 flicker, 122 velocity, 122 multidimensional scaling, 65, 287, 313, 351, 369, 457, 459 gradient descent, 67 multiple displays, 286 multivariate data visualization, 450 n-Vision, 166 named entity recognition, 342 Napoleon’s march, 13 National Visualization and Analytics Center (NVAC), 48 Natural Scene Paradigm, 163 navigation, 365-367,
373, 375, 378, 379, 381 drill-down, 70, 337, 375, 397, 451 roll-up, 337, 375, 397, 451 neighbor set, 329 network maps, 235-236 networks, 319, 326-338 node-link diagram, 321, 326-331 aesthetics, 324 constraints, 324 drawing conventions, 324 nominal variables, 451 mapping to numbers, 68-69 nonlinear magnification, 244 nonlinear scaling, 337 normalization, 39, 58-59, 78 NVAC, see National Visualization and Analytics Center (NVAC) opacity, 200 OpenDX, 447 module interface, 449 modules, 447, 449 network, 448 Network Editor, 447 OpenGL, 467 optic nerve, 91 optical illusions, 82-85 optimization, 396 ordering, 293 orientation, 104, 154-155 Österreichische Nationalbibliothek, 9 outlier detection, 56, 440-441 panning, 336, 337, 372 parallel coordinates, 223, 294, 369, 381, 396, 439, 443, 450, 455, 459 parametric equation, 192 cylinder, 194 ParaView, 467 Pareto, Vilfredo, 345 particle advection, 205-206 pathline, 205 PCA, see principal component analysis perception, 35-36, 81-86 definition, 81
Index 555 human performance, 126 research issues, 478-479 perceptual biases, 309 perceptual processing, 97-118 perspective wall, 380, 388, 389 Peutinger Map, 8, 9 pexels, 121 photopic vision, 90 pixel bar charts, 313 pixel-oriented techniques, 450, see also dense pixel displays PixelMaps, 234-235, 315 planar embedding, 329 Playfair, William, 13, 15 point data, 232-235 point graph, 268 point plot, 268 point plots, 285 polar graphs, 297 position, 148-149 position curves, 399 postattentive vision, 101, 110-112 PostHistory, 274, 275 preattentive processing, 98-101 features, 100 theories, 101-104 Prefuse, 463-466 Priestley, Joseph, 14, 15 principal component analysis, 65, 66, 369, 457 probe, 184, 191-192, 195 problem solving, 479 projection, 149 Albers Equal-Area Conic , 228 azimuthal, 224 cone, 225 conformal , 224 Cosinusodial, 228 cylinder, 225 equal area, 224 equidistant, 224 equirectangular, 226 gnomonic, 224 Hammer-Aitoff, 227 Lambert Cylindrical, 227 Mollweide, 227 plane, 225 retroazimuthal, 224 projection pursuit, 291, 367 pupil, 88 radar, 297 radial axis techniques, 297-298 RadViz, 288, 289, 349 range distortion, 421 ray casting, 200 ray tracing, 32 RecMap algorithm, 246-247 recoding, 134 reconfiguring, 365, 369 reference model, 170 region-based techniques, 299-305 region-growing, 72 regression line, 19 regularity, 104 relationship types, 319 remapping, 378, 379 Rensink, Ron, 115 reordering, 333, 337, 371 reparameterization, 398 resampling, 55, 64, 195, 200, 424 research issues applications, 483-485 data, 476-478 systems design, 479-480 response time, 101 retina, 89, 91-93 retinal variables, 160 ribbons, 208 Robertson, Philip, 163 rods, 89, 90, 92 roll-up, see navigation, roll-up Roth, Steve, 163 rubber sheet, 187, 214-216, 373 Rundensteiner, Elke, 449 Runge-Kutta integration, 206 saccadic masking, 96 saccadic movement, 35, 96 SAGE, 163 Saito, T., 270 sampling, 61-65, 186, 200, 425 saturation, 152, 153
556 Index scalar, 53 scale, 410, 476 scaling, 148, 391 unbalanced, 420 scatterplot, 19, 40-45, 189, 268, 285-286, 306, 369, 396, 455 matrices, 285-286, 439, 443, 450, 455 Schulz, H.-J., 264 Schumann, H., 270 scientific visualization, 183 scotopic vision, 90 screen space, 337 SeeNet, 236 SeeSoft, 354, 356 segmentation, 59-61 refinement, 60 selection, 295, 336, 365, 367-368, 373, 376, 378, 381 blender type, 403 extent, 402 focus, 402 interaction level, 403 interaction type, 402 self-organizing maps, 65, 68 semiology, 143 sentiment analysis, 358, 360 separating cycle, 330 separating pair, 329 shapes, see marks similarity N-N, 106, 108, 110 T-N, 106, 108, 110 similarity theory, 101, 105-108 Simons, Dan, 116 simplicity, 417 simulated annealing, 68 size, 151 size perception, 232 smoothing, 70-71, 389 Snow, John, 10, 48 Sobel operator, 202 software visualization, 354 space attribute, 378, 392-394 data, 391 data structure, 375-378, 394-396 data value, 373-375 interation, 372 object, 379-380, 388-391 screen, 373, 387 visualization structure, 380-381, 396-397 spatial data visualization, 183 spatial substrate, 170 spectrum, light, 86-87 SpiraClock, 273-274 splatting, 200 stacked bar graph, 300 star graphs, 297 stemming, 343 Stevens’ Law, 132 stop words, 343 streakline, 205, 209 stream graph, 357 streamball, 209 streaming data, 476 streamline, 205, 208-210, 467 stress, 288, 327 structure geometric, 54 grid, 54 irregular, 54 nonuniform, 54 types, 375 structure space, 337 structure-based brush, 450-452 summarization, 70 sunburst displays, 321 superimposition, 186, 189, 292 surface, explicit, 192-194 survey plots, 303 Swayne, Deborah, 454 SWIFT-3D, 236 synoptic tasks, 263 table lens, 303, 381 table visualizations, 173-174 Tableau, 462 TableLens, 381, 396 tag cloud, 348 target detection, 101
Index 557 taxonomy, 175 data type by task, 176-177 Keim, 177-179 tensor, 53 term frequency inverse document frequency, 344 text clouds, see tag clouds text representations, 342-343 lexical, 342 semantic, 342 syntactical, 342 text visualization, see visualization, text and document TextArc, 349-350 texton theory, 101, 104-105 textons, 104 texture, 121-122, 156-157 orientation, 122 segmentation, 121 segregation, 105 tf-idf, see term frequency inverse document frequency ThemeRiver, 357 themescapes, 351-353 3D ThemeRiver, 277-278 thresholding, 72 TileBars, 356, 357 time aspects, 256-261 time-series visualization, 376 temporal data visualization, 253-284 TimeBench, 278-280, 282 timeline, 205 timestamp, 55 TimeViz Browser, 281, 282 TimeWheel, 266-268 TiMoVA, 269 tokens, 342 Tominški, C., 264, 270 toolkits, 463-470 topology, 55 transfer functions, 201, 393, 394 transformations animating, 397-402 coordinate system, 186 translation, 391 transparency, 201 traveling salesman problem, 334, 396 tree visualization non-space-filling, 320-326 space-filling, 320-321 radial, 321 rectangular, 320 treemaps, 238, 321 nested, 321 squarified , 321 trees, 319- 326 Treisman, Anne, 101 tubes, 208 Tufte, Edward, 10, 420, 423 usability tests, 437 use cases, 437 user characteristics, 433-434 user tasks, 432-433 Value and Relation techniques, 313 Vande Moere, A., 275 variable dependent, 51 independent, 51 vector, 53 vector space model, 343-347 Vectorized RadViz, 291 velocity curve, 399 view modification, 410-411 Visage, 163 visibility approach, 331 VISTA, 167-168 composition rules, 167-168 visual analytics, see visualization, exploratory clutter, 412, 451 mappings, 464 nonsense, 422-423 processing, 93-95 tasks, 100 transformations, 464 variables, 147-158 associative, 157 ordinal, 158 proportional, 158
558 Index selective, 157 separating, 158 visualization 2.5-dimensional, 233 categories, 46 combining, 211-216 definition, 1 design, 407-428 document collections, 351-354 everyday, 1-3 exploratory, 31, 47 flow, 22 goals taxonomy, 175 history, 7-23 importance, 3-6 integrated with computation, 479 lies, 419-422 medical, 28 multivariate, 285-317 pipeline, 28-36, 140 presentation, 46 process, 28-36 relation to graphics, 23-28 research directions, 475-485 scientific vs. information, 27-28 systems, 140, 447-473 tasks taxonomy, 176-177 text and document, 341-362, 460 volume, 397 visualization characteristics, 435-436 computational performance, 436 data limitations, 436 degree of accuracy, 436 degree of complexity, 436 degree of occlusion, 436 degree of usability, 436 memory performance, 436 Visualization Reference Model, 162 Visualization Toolkit, 465-467 VisuExplore, 276, 277 volume rendering, 21, 195, 467 direct, 199-202 VolView, 467 vorticity, 205, 208 voxels, 194 VTK, see Visualization Toolkit Ward, Matthew, 449 Weave, 467-470 Weber’s Law, 132 Wehrend, Stephen, 162 Wilkinson, Leland, 172-173 Wolfe, Jeremy, 108, 110 word clouds, see tag clouds Wordle, 348 WordTree, 349 Wyvill, Brian, 203 XGobi, 454 XmdvTool, 374, 375, 384, 411, 449-451 Yang, Jing, 450 Zhao, J., 264 Zipf’s Law, 345 Zipf, George Kingsley, 346 zooming, 336, 337, 371, 372, 410 dimensional, 375
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| any_adam_object | 1 |
| author | Ward, Matthew 1955- Grinstein, Georges G. Keim, Daniel 1965- |
| author_GND | (DE-588)101626562X (DE-588)11475649X (DE-588)1016266006 |
| author_facet | Ward, Matthew 1955- Grinstein, Georges G. Keim, Daniel 1965- |
| author_role | aut aut aut |
| author_sort | Ward, Matthew 1955- |
| author_variant | m w mw g g g gg ggg d k dk |
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| bvnumber | BV042159148 |
| classification_rvk | AP 15040 AP 15420 ST 320 |
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| discipline | Allgemeines Informatik |
| edition | second edition |
| format | Book |
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| id | DE-604.BV042159148 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T01:14:10Z |
| institution | BVB |
| isbn | 9780367783488 9781482257373 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027598835 |
| oclc_num | 912003541 |
| open_access_boolean | |
| owner | DE-703 DE-634 DE-M382 DE-29T DE-19 DE-BY-UBM DE-739 DE-522 DE-1046 |
| owner_facet | DE-703 DE-634 DE-M382 DE-29T DE-19 DE-BY-UBM DE-739 DE-522 DE-1046 |
| physical | XIX, 558 Seiten. Illustrationen, Diagramme, Karten |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | CRC Press |
| record_format | marc |
| spelling | Ward, Matthew 1955- Verfasser (DE-588)101626562X aut Interactive data visualization foundations, techniques, and applications Matthew O. Ward ; Georges Grinstein ; Daniel Keim second edition Boca Raton, FL [u.a.] CRC Press 2015 XIX, 558 Seiten. Illustrationen, Diagramme, Karten txt rdacontent n rdamedia nc rdacarrier Hier auch später erschienene, unveränderte Nachdrucke Visualisierung (DE-588)4188417-6 gnd rswk-swf Computergrafik (DE-588)4010450-3 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 s Visualisierung (DE-588)4188417-6 s DE-604 Datenanalyse (DE-588)4123037-1 s Computergrafik (DE-588)4010450-3 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=027598835&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 1955- Grinstein, Georges G. Keim, Daniel 1965- Interactive data visualization foundations, techniques, and applications Visualisierung (DE-588)4188417-6 gnd Computergrafik (DE-588)4010450-3 gnd Datenanalyse (DE-588)4123037-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| subject_GND | (DE-588)4188417-6 (DE-588)4010450-3 (DE-588)4123037-1 (DE-588)4011152-0 |
| 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 O. Ward ; Georges Grinstein ; Daniel Keim |
| title_fullStr | Interactive data visualization foundations, techniques, and applications Matthew O. Ward ; Georges Grinstein ; Daniel Keim |
| title_full_unstemmed | Interactive data visualization foundations, techniques, and applications Matthew O. 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 | Visualisierung (DE-588)4188417-6 gnd Computergrafik (DE-588)4010450-3 gnd Datenanalyse (DE-588)4123037-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| topic_facet | Visualisierung Computergrafik Datenanalyse Datenverarbeitung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027598835&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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