Visual Analysis of Trajectories in Multi-Dimensional State Spaces
Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuo...
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| Published in: | Computer graphics forum Vol. 33; no. 6; pp. 310 - 321 |
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| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
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Blackwell Publishing Ltd
01-09-2014
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| Abstract | Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous‐time scatterplots and continuous‐time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. We demonstrate the usefulness of our visualization approach for three case studies that cover examples of complex dynamic systems: cyber‐physical systems consisting of heterogeneous sensors and actuators networks (the collection of time‐dependent sensor network data of an exemplary smart home environment), the dynamics of robot arm movement and motion characteristics of humanoids.
Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous‐time scatterplots and continuous‐time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. |
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| AbstractList | Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous‐time scatterplots and continuous‐time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. We demonstrate the usefulness of our visualization approach for three case studies that cover examples of complex dynamic systems: cyber‐physical systems consisting of heterogeneous sensors and actuators networks (the collection of time‐dependent sensor network data of an exemplary smart home environment), the dynamics of robot arm movement and motion characteristics of humanoids.
Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous‐time scatterplots and continuous‐time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. Multi-dimensional data originate from many different sources and are relevant for many applications. One specific sub-type of such data is continuous trajectory data in multi-dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous-time scatterplots and continuous-time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. We demonstrate the usefulness of our visualization approach for three case studies that cover examples of complex dynamic systems: cyber-physical systems consisting of heterogeneous sensors and actuators networks (the collection of time-dependent sensor network data of an exemplary smart home environment), the dynamics of robot arm movement and motion characteristics of humanoids. [PUBLICATION ABSTRACT] Multi‐dimensional data originate from many different sources and are relevant for many applications. One specific sub‐type of such data is continuous trajectory data in multi‐dimensional state spaces of complex systems. We adapt the concept of spatially continuous scatterplots and spatially continuous parallel coordinate plots to such trajectory data, leading to continuous‐time scatterplots and continuous‐time parallel coordinates. Together with a temporal heat map representation, we design coordinated views for visual analysis and interactive exploration. We demonstrate the usefulness of our visualization approach for three case studies that cover examples of complex dynamic systems: cyber‐physical systems consisting of heterogeneous sensors and actuators networks (the collection of time‐dependent sensor network data of an exemplary smart home environment), the dynamics of robot arm movement and motion characteristics of humanoids. |
| Author | Weiskopf, D. Grottel, S. Heinrich, J. Gumhold, S. |
| Author_xml | – sequence: 1 givenname: S. surname: Grottel fullname: Grottel, S. email: Sebastian.Grottel@tu-dresden.de organization: Computer Graphics and Visualization, TU Dresden, Dresden, Germany – sequence: 2 givenname: J. surname: Heinrich fullname: Heinrich, J. email: julian.heinrich@csiro.au organization: CSIRO, Sydney, Australia – sequence: 3 givenname: D. surname: Weiskopf fullname: Weiskopf, D. email: weiskopf@visus.uni-stuttgart.de organization: Visualization Research Center, University of Stuttgart, Stuttgart, Germany – sequence: 4 givenname: S. surname: Gumhold fullname: Gumhold, S. email: stefan.gumhold@tu-dresden.de organization: Computer Graphics and Visualization, TU Dresden, Dresden, Germany |
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| Cites_doi | 10.1080/00949657508810123 10.1109/TVCG.2008.119 10.1109/JPROC.2010.2050377 10.1109/cloudcom.2013.74 10.1111/cgf.12117 10.1109/TVCG.2007.70415 10.1179/000870403235002042 10.1007/978-1-4613-9154-8_8 10.1109/VISUAL.1997.663867 10.1109/TVCG.2007.9 10.1111/j.1467-8659.2012.03122.x 10.1109/TVCG.2009.200 10.1109/TVCG.2011.200 10.1057/ivs.2009.34 10.1111/j.1467-8659.2009.01478.x 10.1007/978-0-85729-079-3 10.1007/BF01898350 10.1109/TVCG.2010.176 10.1080/01621459.1973.10482434 10.1111/j.1467-8659.2012.03129.x 10.1111/j.1467-8659.2011.01914.x 10.1109/TVCG.2013.178 10.1007/978-0-387-68628-8 10.1109/TVCG.2010.146 10.1111/j.1467-8659.2011.01939.x 10.1109/VISUAL.1997.663916 10.1109/TVCG.2009.131 10.1109/INFVIS.2004.68 10.1109/TVCG.2008.153 10.1016/j.comnet.2010.05.010 10.1109/TVCG.2008.131 10.1198/tas.2009.0033 10.1109/2945.981847 10.1109/TVCG.2010.242 |
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| References | [BBP08] Blaas J., Botha C., Post F.: Extensions of parallel coordinates for interactive exploration of large multi-timepoint data sets. IEEE Transactions on Visualization and Computer Graphics 14, 6 (2008), 1436-1451. http://dx.doi.org/10.1109/TVCG.2008.131 doi:10.1109/TVCG.2008.131. [AMM*08] Aigner W., Miksch S., Muller W., Schumann H., Tominski C.: Visual methods for analyzing time-oriented data. IEEE Transactions on Visualization and Computer Graphics 14, (TVCG, IEEE, Los Alamitos, CA, USA, 2008) pp. 47-60. http://dx.doi.org/10.1109/TVCG.2007.70415 doi:10.1109/TVCG.2007.70415. [BWK*13] Bernard J., Wilhelm N., Kruger B., May T., Schreck T., Kohlhammer J.: Motionexplorer: Exploratory search in human motion capture data based on hierarchical aggregation. IEEE Transactions on Visualization and Computer Graphics 19, 12 (Dec 2013), 2257-2266. http://dx.doi.org/10.1109/TVCG.2013.178 doi:10.1109/TVCG.2013.178. [Har75] Hartigan J.: Printer graphics for clustering. Journal of Statistical Computation and Simulation 4, 3 (1975), 187-213. http://dx.doi.org/10.1080/00949657508810123 doi:10.1080/00949657508810123. [BW09] Bachthaler S., Weiskopf D.: Efficient and adaptive rendering of 2-d continuous scatterplots. Computer Graphics Forum 28, 3 (2009), 743-750. http://dx.doi.org/10.1111/j.1467-8659.2009.01478.x doi:10.1111/j.1467-8659.2009.01478.x. [FKLI10] Feng D., Kwock L., Lee Y., Taylor R. M.: Matching visual saliency to confidence in plots of uncertain data. IEEE Transactions on Visualization and Computer Graphics 16, 6 (2010), 980-989. [TAE*11] Tatu A., Albuquerque G., Eisemann M., Bak P., Theisel H., Magnor M. A., Keim D. A.: Automated analytical methods to support visual exploration of high-dimensional data. IEEE Transactions on Visualization and Computer Graphics 17, 5 (2011), 584-597. [AMST11] Aigner W., Miksch S., Schumann H., Tominski C.: Visualization of Time-Oriented Data. Human-Computer Interaction Series. Springer, 2011. http://dx.doi.org/10.1007/978-0-85729-079-3 doi:10.1007/978-0-85729-079-3. [EDF08] Elmqvist N., Dragicevic P., Fekete J. D.: Rolling the dice: Multidimensional visual exploration using scatterplot matrix navigation. IEEE Transactions on Visualization and Computer Graphics 14, 6 (2008), 1539-1148. http://dx.doi.org/10.1109/TVCG.2008.153 doi:10.1109/TVCG.2008.153. [KLG*13] Kuhn A., Lindow N., Günther T., Wiebel A., Theisel H., Hege H.-C.: Trajectory density projection for vector field visualization. EuroVis - Short Papers 2013 (2013), 31-35. [WF09] Wilkinson L., Friendly M.: The history of the cluster heat map. The American Statistician 63, 2 (2009), 179-184. [Kei02] Keim D.: Information visualization and visual data mining. IEEE Transactions on Visualization and Computer Graphics 8, 1 (2002), 1-8. http://dx.doi.org/10.1109/2945.981847 doi:10.1109/2945.981847. [KHD*10] Keim D. A., Hao M. C., Dayal U., Janetzko H., Bak P.: Generalized scatter plots. Information Visualization 9, 4 (2010), 301-311. http://dx.doi.org/10.1057/ivs.2009.34 doi:10.1057/ivs.2009.34. [Ins85] Inselberg A.: The plane with parallel coordinates. The Visual Computer 1, 4 (1985), 69-91. http://dx.doi.org/10.1007/BF01898350 doi:10.1007/BF01898350. [TFA*11] Tam G. K. L., Fang H., Aubrey A. J., Grant P. W., Rosin P. L., Marshall D., Chen M.: Visualization of time-series data in parameter space for understanding facial dynamics. Computer Graphics Forum 30, 3 (2011), 901-910. http://dx.doi.org/10.1111/j.1467-8659.2011.01939.x doi:10.1111/j.1467-8659.2011.01939.x. [BW08] Bachthaler S., Weiskopf D.: Continuous scatterplots. IEEE Transactions on Visualization and Computer Graphics 14, 6 (2008), 1428-1435. http://dx.doi.org/10.1109/TVCG.2008.119 doi:10.1109/TVCG.2008.119. [LT10] Lehmann D., Theisel H.: Discontinuities in continuous scatter plots. IEEE Transactions on Visualization and Computer Graphics 16, 6 (2010), 1291-1300. http://dx.doi.org/10.1109/TVCG.2010.146 doi:10.1109/TVCG.2010.146. [Ins09] Inselberg A.: Parallel Coordinates: Visual Multidimensional Geometry and Its Applications. Springer, Heidelberg, 2009. [AIM10] Atzori L., Iera A., Morabito G.: The internet of things: A survey. Computer Networks 54, 15 (2010), 2787-2805. http://dx.doi.org/10.1016/j.comnet.2010.05.010 doi:10.1016/j.comnet.2010.05.010. [HW09] Heinrich J., Weiskopf D.: Continuous parallel coordinates. IEEE Transactions on Visualization and Computer Graphics 15, 6 (2009), 1531-1538. http://dx.doi.org/10.1109/TVCG.2009.131 doi:10.1109/TVCG.2009.131. [LT11] Lehmann D., Theisel H.: Features in continuous parallel coordinates. IEEE Transactions on Visualization and Computer Graphics 17, 12 (2011), 1912-1921. http://dx.doi.org/10.1109/TVCG.2011.200 doi:10.1109/TVCG.2011.200. [KZZM12] Kuang X., Zhang H., Zhao S., McGuffin M. J.: Tracing tuples across dimensions: A comparison of scatterplots and parallel coordinate plots. Computer Graphics Forum31, 3 (2012), 1365-1374. http://dx.doi.org/10.1111/j.1467-8659.2012.03129.x doi:10.1111/j.1467-8659.2012.03129.x. [HBW11] Heinrich J., Bachthaler S., Weiskopf D.: Progressive splatting of continuous scatterplots and parallel coordinates. Computer Graphics Forum 30, 3 (2011), 653-662. [Che73] Chernoff H.: The use of faces to represent points in k-dimensional space graphically. Journal of the American Statistical Association 68, 342 (1973), 361-368. http://dx.doi.org/10.2307/2284077 doi:10.2307/2284077. [WZL*12] Wang Y., Zhang J., Lehmann D. J., Theisel H., Chi X.: Automating transfer function design with valley cell-based clustering of 2d density plots. Computer Graphics Forum 31, 3pt4 (2012), 1295-1304. http://dx.doi.org/10.1111/j.1467-8659.2012.03122.x doi:10.1111/j.1467-8659.2012.03122.x. [LS09] Lee T.-Y., Shen H.-W.: Visualization and exploration of temporal trend relationships in multivariate time-varying data. IEEE Transactions on Visualization and Computer Graphics 15, 6 (2009), 1359 -1366. http://dx.doi.org/10.1109/TVCG.2009.200 doi:10.1109/TVCG.2009.200. [Poo10] Poovendran R.: Cyber-physical systems: Close encounters between two parallel worlds. Proceedings of the IEEE 98, 8 (2010), 1363-1366. http://dx.doi.org/10.1109/JPROC.2010.2050377 doi:10.1109/JPROC.2010.2050377. [HB03] Harrower M., Brewer C. A.: Colorbrewer.org: An online tool for selecting colour schemes for maps. The Cartographic Journal 40, 1 (2003), 27-37. http://dx.doi.org/10.1179/000870403235002042 doi:10.1179/000870403235002042. [MFL13] Molchanov V., Fofonov A., Linsen L.: Continuous representation of projected attribute spaces of multifields over any spatial sampling. Computer Graphics Forum 32, 3pt3 (2013), 301-310. http://dx.doi.org/10.1111/cgf.12117 doi:10.1111/cgf.12117. [tCMR07] Ten Caat M., Maurits N. M., Roerdink J. B.: Design and evaluation of tiled parallel coordinate visualization of multichannel EEG data. IEEE Transactions on Visualization and Computer Graphics 13, 1 (2007), 70-79. http://dx.doi.org/10.1109/TVCG.2007.9 doi:10.1109/TVCG.2007.9. 2010; 54 2010; 98 2010; 16 1985; 1 2009; 63 1991; 36 2012 2011 2002; 8 2008; 14 2009 2011; 30 1997 2007 2006 1994 2004 2003 2011; 17 2007; 13 2012; 31 2009; 28 2013; 19 2001 2013; 2013 2013; 32 1973; 68 2013 2003; 40 1975; 4 2009; 15 2010; 9 e_1_2_7_6_1 e_1_2_7_5_1 e_1_2_7_4_1 e_1_2_7_3_1 e_1_2_7_9_1 e_1_2_7_8_1 Inselberg A. (e_1_2_7_26_1) 2001 e_1_2_7_7_1 Dietzsch J. (e_1_2_7_12_1) 2009 e_1_2_7_19_1 e_1_2_7_16_1 Tong X. (e_1_2_7_44_1) 2012 e_1_2_7_2_1 e_1_2_7_41_1 e_1_2_7_14_1 e_1_2_7_42_1 e_1_2_7_13_1 e_1_2_7_43_1 e_1_2_7_11_1 Hoffman P. (e_1_2_7_22_1) 1997 e_1_2_7_10_1 e_1_2_7_46_1 e_1_2_7_48_1 e_1_2_7_27_1 e_1_2_7_28_1 Wong P. C. (e_1_2_7_45_1) 1994 Kuhn A. (e_1_2_7_32_1) 2013; 2013 Griffel D. (e_1_2_7_17_1) 2003 Johansson J. (e_1_2_7_29_1) 2007 Franke M. (e_1_2_7_15_1) 2013 e_1_2_7_30_1 e_1_2_7_25_1 e_1_2_7_31_1 e_1_2_7_23_1 e_1_2_7_33_1 Schneidewind J. (e_1_2_7_40_1) 2006 e_1_2_7_34_1 e_1_2_7_21_1 e_1_2_7_35_1 e_1_2_7_20_1 e_1_2_7_36_1 Heinrich J. (e_1_2_7_24_1) 2013 e_1_2_7_37_1 e_1_2_7_38_1 e_1_2_7_39_1 Wegenkittl R. (e_1_2_7_47_1) 1997 Guo H. (e_1_2_7_18_1) 2011 |
| References_xml | – year: 2011 – volume: 9 start-page: 301 issue: 4 year: 2010 end-page: 311 article-title: Generalized scatter plots publication-title: Information Visualization – volume: 31 start-page: 1295 issue: 3pt4 year: 2012 end-page: 1304 article-title: Automating transfer function design with valley cell‐based clustering of 2d density plots publication-title: Computer Graphics Forum – year: 2009 – start-page: 627 year: 2013 end-page: 632 – volume: 14 start-page: 1539 issue: 6 year: 2008 end-page: 1148 article-title: Rolling the dice: Multidimensional visual exploration using scatterplot matrix navigation publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 98 start-page: 1363 issue: 8 year: 2010 end-page: 1366 article-title: Cyber‐physical systems: Close encounters between two parallel worlds publication-title: Proceedings of the IEEE – volume: 31 start-page: 1365 issue: 3 year: 2012 end-page: 1374 article-title: Tracing tuples across dimensions: A comparison of scatterplots and parallel coordinate plots publication-title: Computer Graphics Forum – start-page: 35 year: 2007 end-page: 42 – volume: 15 start-page: 1359 issue: 6 year: 2009 end-page: 1366 article-title: Visualization and exploration of temporal trend relationships in multivariate time‐varying data publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2003 – volume: 16 start-page: 1291 issue: 6 year: 2010 end-page: 1300 article-title: Discontinuities in continuous scatter plots publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 19 year: 2011 end-page: 26 – volume: 17 start-page: 1912 issue: 12 year: 2011 end-page: 1921 article-title: Features in continuous parallel coordinates publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 119 year: 1997 end-page: 125 – start-page: 199 year: 2006 end-page: 206 – start-page: 3 year: 1994 end-page: 33 – volume: 14 start-page: 1436 issue: 6 year: 2008 end-page: 1451 article-title: Extensions of parallel coordinates for interactive exploration of large multi‐timepoint data sets publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 30 start-page: 901 issue: 3 year: 2011 end-page: 910 article-title: Visualization of time‐series data in parameter space for understanding facial dynamics publication-title: Computer Graphics Forum – start-page: 513 year: 2013 end-page: 518 – volume: 54 start-page: 2787 issue: 15 year: 2010 end-page: 2805 article-title: The internet of things: A survey publication-title: Computer Networks – volume: 36 start-page: 107 year: 1991 end-page: 123 – start-page: 179 year: 2009 end-page: 186 – start-page: 437 year: 1997 end-page: 441 – start-page: 1200 year: 2001 end-page: 1205 – volume: 28 start-page: 743 issue: 3 year: 2009 end-page: 750 article-title: Efficient and adaptive rendering of 2‐d continuous scatterplots publication-title: Computer Graphics Forum – start-page: 95 year: 2013 end-page: 116 – volume: 16 start-page: 980 issue: 6 year: 2010 end-page: 989 article-title: Matching visual saliency to confidence in plots of uncertain data publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 49 year: 2012 end-page: 56 – volume: 40 start-page: 27 issue: 1 year: 2003 end-page: 37 article-title: Colorbrewer.org: An online tool for selecting colour schemes for maps publication-title: The Cartographic Journal – volume: 17 start-page: 584 issue: 5 year: 2011 end-page: 597 article-title: Automated analytical methods to support visual exploration of high‐dimensional data publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 4 start-page: 187 issue: 3 year: 1975 end-page: 213 article-title: Printer graphics for clustering publication-title: Journal of Statistical Computation and Simulation – volume: 1 start-page: 69 issue: 4 year: 1985 end-page: 91 article-title: The plane with parallel coordinates publication-title: The Visual Computer – volume: 2013 start-page: 31 year: 2013 end-page: 35 article-title: Trajectory density projection for vector field visualization publication-title: EuroVis ‐ Short Papers – volume: 68 start-page: 361 issue: 342 year: 1973 end-page: 368 article-title: The use of faces to represent points in k‐dimensional space graphically publication-title: Journal of the American Statistical Association – volume: 8 start-page: 1 issue: 1 year: 2002 end-page: 8 article-title: Information visualization and visual data mining publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 15 start-page: 1531 issue: 6 year: 2009 end-page: 1538 article-title: Continuous parallel coordinates publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 32 start-page: 301 issue: 3pt3 year: 2013 end-page: 310 article-title: Continuous representation of projected attribute spaces of multifields over any spatial sampling publication-title: Computer Graphics Forum – volume: 63 start-page: 179 issue: 2 year: 2009 end-page: 184 article-title: The history of the cluster heat map publication-title: The American Statistician – volume: 30 start-page: 653 issue: 3 year: 2011 end-page: 662 article-title: Progressive splatting of continuous scatterplots and parallel coordinates publication-title: Computer Graphics Forum – volume: 19 start-page: 2257 issue: 12 year: 2013 end-page: 2266 article-title: Motionexplorer: Exploratory search in human motion capture data based on hierarchical aggregation publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 14 start-page: 47 year: 2008 end-page: 60 article-title: Visual methods for analyzing time‐oriented data publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 14 start-page: 1428 issue: 6 year: 2008 end-page: 1435 article-title: Continuous scatterplots publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 13 start-page: 70 issue: 1 year: 2007 end-page: 79 article-title: Design and evaluation of tiled parallel coordinate visualization of multichannel EEG data publication-title: IEEE Transactions on Visualization and Computer Graphics – start-page: 81 year: 2004 end-page: 88 – volume-title: Dover Books on Mathematics year: 2003 ident: e_1_2_7_17_1 contributor: fullname: Griffel D. – ident: e_1_2_7_19_1 doi: 10.1080/00949657508810123 – ident: e_1_2_7_7_1 doi: 10.1109/TVCG.2008.119 – ident: e_1_2_7_39_1 doi: 10.1109/JPROC.2010.2050377 – ident: e_1_2_7_16_1 doi: 10.1109/cloudcom.2013.74 – volume: 2013 start-page: 31 year: 2013 ident: e_1_2_7_32_1 article-title: Trajectory density projection for vector field visualization publication-title: EuroVis ‐ Short Papers contributor: fullname: Kuhn A. – ident: e_1_2_7_37_1 doi: 10.1111/cgf.12117 – ident: e_1_2_7_11_1 – start-page: 627 volume-title: ICNSC' 13: Proceedings of the IEEE International Conference on Networking, Sensing and Control year: 2013 ident: e_1_2_7_15_1 contributor: fullname: Franke M. – ident: e_1_2_7_4_1 doi: 10.1109/TVCG.2007.70415 – start-page: 95 volume-title: STAR Proceedings of Eurographics 2013 year: 2013 ident: e_1_2_7_24_1 contributor: fullname: Heinrich J. – ident: e_1_2_7_20_1 doi: 10.1179/000870403235002042 – ident: e_1_2_7_28_1 – ident: e_1_2_7_38_1 doi: 10.1007/978-1-4613-9154-8_8 – start-page: 1200 volume-title: Proceedings of IEEE Intelligent Transportation Systems year: 2001 ident: e_1_2_7_26_1 contributor: fullname: Inselberg A. – start-page: 119 volume-title: Proceedings of Visualization '97 year: 1997 ident: e_1_2_7_47_1 doi: 10.1109/VISUAL.1997.663867 contributor: fullname: Wegenkittl R. – ident: e_1_2_7_42_1 doi: 10.1109/TVCG.2007.9 – ident: e_1_2_7_48_1 doi: 10.1111/j.1467-8659.2012.03122.x – ident: e_1_2_7_34_1 doi: 10.1109/TVCG.2009.200 – ident: e_1_2_7_36_1 doi: 10.1109/TVCG.2011.200 – ident: e_1_2_7_31_1 doi: 10.1057/ivs.2009.34 – ident: e_1_2_7_8_1 doi: 10.1111/j.1467-8659.2009.01478.x – ident: e_1_2_7_5_1 doi: 10.1007/978-0-85729-079-3 – ident: e_1_2_7_25_1 doi: 10.1007/BF01898350 – start-page: 199 volume-title: Proceedings of the IEEE Symposium On Visual Analytics Science And Technology year: 2006 ident: e_1_2_7_40_1 contributor: fullname: Schneidewind J. – ident: e_1_2_7_14_1 doi: 10.1109/TVCG.2010.176 – ident: e_1_2_7_10_1 doi: 10.1080/01621459.1973.10482434 – start-page: 179 volume-title: Proceedings of the IEEE Symposium on Visual Analytics Science and Technology year: 2009 ident: e_1_2_7_12_1 contributor: fullname: Dietzsch J. – start-page: 35 volume-title: Proceedings of Eurographics/IEEE‐VGTC Symposium on Visualization year: 2007 ident: e_1_2_7_29_1 contributor: fullname: Johansson J. – ident: e_1_2_7_33_1 doi: 10.1111/j.1467-8659.2012.03129.x – ident: e_1_2_7_21_1 doi: 10.1111/j.1467-8659.2011.01914.x – ident: e_1_2_7_9_1 doi: 10.1109/TVCG.2013.178 – ident: e_1_2_7_27_1 doi: 10.1007/978-0-387-68628-8 – start-page: 3 volume-title: Scientific Visualization, Overviews, Methodologies, and Techniques year: 1994 ident: e_1_2_7_45_1 contributor: fullname: Wong P. C. – ident: e_1_2_7_35_1 doi: 10.1109/TVCG.2010.146 – ident: e_1_2_7_43_1 doi: 10.1111/j.1467-8659.2011.01939.x – start-page: 437 volume-title: Proceedings of Visualization '97 year: 1997 ident: e_1_2_7_22_1 doi: 10.1109/VISUAL.1997.663916 contributor: fullname: Hoffman P. – ident: e_1_2_7_23_1 doi: 10.1109/TVCG.2009.131 – ident: e_1_2_7_2_1 doi: 10.1109/INFVIS.2004.68 – ident: e_1_2_7_13_1 doi: 10.1109/TVCG.2008.153 – start-page: 19 volume-title: Proceedings of the IEEE Pacific Visualization Symposium year: 2011 ident: e_1_2_7_18_1 contributor: fullname: Guo H. – ident: e_1_2_7_3_1 doi: 10.1016/j.comnet.2010.05.010 – ident: e_1_2_7_6_1 doi: 10.1109/TVCG.2008.131 – ident: e_1_2_7_46_1 doi: 10.1198/tas.2009.0033 – ident: e_1_2_7_30_1 doi: 10.1109/2945.981847 – ident: e_1_2_7_41_1 doi: 10.1109/TVCG.2010.242 – start-page: 49 volume-title: LDAV' 12: Proceedings of 2012 IEEE Symposium on Large Data Analysis and Visualization year: 2012 ident: e_1_2_7_44_1 contributor: fullname: Tong X. |
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| SubjectTerms | Analysis Complex systems Computer graphics continuous-time Dynamical systems I.3.3 [Computer Graphics]: Picture/Image Generation Line and curve generation I.3.8 [Computer Graphics]: Applications Visualization parallel coordinate plots scatterplots Studies Visualization |
| Title | Visual Analysis of Trajectories in Multi-Dimensional State Spaces |
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