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Published in: Journal of Visualization 3/2023

27-11-2022 | Regular Paper

Towards better pattern enhancement in temporal evolving set visualization

Authors: Zihao Zhu, Yue Shen, Sujia Zhu, Gefei Zhang, Ronghua Liang, Guodao Sun

Published in: Journal of Visualization | Issue 3/2023

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Abstract

Temporal evolving set data are time-varying and growing ubiquitous in person re-identification, parameter choice, and streaming data analysis. We construct a workflow to analyze and explore the inconspicuous pattern between multiple nonadjacent sets in temporal evolving set data. We propose a progressive timeline layout algorithm based on a mathematical optimization model to place the set element after data update, our layout algorithm can calculate the coordinates of elements in a short time and preserve the distance ratio between elements. To relax the visual clutter when visualizing sets’ relationships, we design two types of pattern enhancement strategies and their combinations: optimization-based pattern enhancement strategy and design-based pattern enhancement strategy. We conduct a comprehensive evaluation to verify and compare our pattern enhancement strategies including a quantitative experiment, two case studies, and an informal user study. The results show that our pattern enhancement strategies can effectively help users identify inconspicuous patterns. Our workflow and strategies show broad application prospects and we hope it could be a fundamental component in data projection pattern mining and streaming data analysis.

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Literature
go back to reference Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscip Rev Comput Stat 2(4):433–459CrossRef Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscip Rev Comput Stat 2(4):433–459CrossRef
go back to reference Agarwal S, Beck F (2020) Set streams: visual exploration of dynamic overlapping sets. Comput Gr Forum 39(3):383–391CrossRef Agarwal S, Beck F (2020) Set streams: visual exploration of dynamic overlapping sets. Comput Gr Forum 39(3):383–391CrossRef
go back to reference Alsallakh B, Micallef L, Aigner W, Hauser H, Miksch S, Rodgers P (2016) The state-of-the-art of set visualization. Comput Gr Forum 35(1):234–260CrossRef Alsallakh B, Micallef L, Aigner W, Hauser H, Miksch S, Rodgers P (2016) The state-of-the-art of set visualization. Comput Gr Forum 35(1):234–260CrossRef
go back to reference Ankerst M, Berchtold S, Keim DA (1998) Similarity clustering of dimensions for an enhanced visualization of multidimensional data. In: Proceedings of the IEEE symposium on information visualization, pp 52–60 Ankerst M, Berchtold S, Keim DA (1998) Similarity clustering of dimensions for an enhanced visualization of multidimensional data. In: Proceedings of the IEEE symposium on information visualization, pp 52–60
go back to reference Beck F, Burch M, Diehl S, Weiskopf D (2017) A taxonomy and survey of dynamic graph visualization. In: Computer graphics forum, Wiley Online LibraryCrossRef Beck F, Burch M, Diehl S, Weiskopf D (2017) A taxonomy and survey of dynamic graph visualization. In: Computer graphics forum, Wiley Online LibraryCrossRef
go back to reference Bu C, Zhang Q, Wang Q, Zhang J, Sedlmair M, Deussen O, Wang Y (2021) SineStream: improving the readability of streamgraphs by minimizing sine illusion effects. IEEE Trans Vis Comput Gr 27(2):1634–1643CrossRef Bu C, Zhang Q, Wang Q, Zhang J, Sedlmair M, Deussen O, Wang Y (2021) SineStream: improving the readability of streamgraphs by minimizing sine illusion effects. IEEE Trans Vis Comput Gr 27(2):1634–1643CrossRef
go back to reference Burch M, Beck F, Diehl S (2008) Timeline trees: visualizing sequences of transactions in information hierarchies. In: Proceedings of the working conference on advanced visual interfaces, AVI ’08, p 75–82 Burch M, Beck F, Diehl S (2008) Timeline trees: visualizing sequences of transactions in information hierarchies. In: Proceedings of the working conference on advanced visual interfaces, AVI ’08, p 75–82
go back to reference Burch M, Ten Brinke KB, Castella A, Peters GKS, Shteriyanov V, Vlasvinkel R (2021) Dynamic graph exploration by interactively linked node-link diagrams and matrix visualizations. Vis Comput Ind Biomed Art 4(1):1–14CrossRef Burch M, Ten Brinke KB, Castella A, Peters GKS, Shteriyanov V, Vlasvinkel R (2021) Dynamic graph exploration by interactively linked node-link diagrams and matrix visualizations. Vis Comput Ind Biomed Art 4(1):1–14CrossRef
go back to reference Cao N, Sun J, Lin Y-R, Gotz D, Liu S, Qu H (2010) FacetAtlas: multifaceted visualization for rich text corpora. IEEE Trans Vis Comput Gr 16(6):1172–1181CrossRef Cao N, Sun J, Lin Y-R, Gotz D, Liu S, Qu H (2010) FacetAtlas: multifaceted visualization for rich text corpora. IEEE Trans Vis Comput Gr 16(6):1172–1181CrossRef
go back to reference Chang B, Sun G, Li T, Huang H, Liang R (2022) MUSE: visual analysis of musical semantic sequence. IEEE transact on visual comput graphic, pp 1–1 Chang B, Sun G, Li T, Huang H, Liang R (2022) MUSE: visual analysis of musical semantic sequence. IEEE transact on visual comput graphic, pp 1–1
go back to reference Collins C, Penn G, Carpendale S (2009) Bubble sets: revealing set relations with isocontours over existing visualizations. IEEE Trans Vis Comput Gr 15(6):929–936 Collins C, Penn G, Carpendale S (2009) Bubble sets: revealing set relations with isocontours over existing visualizations. IEEE Trans Vis Comput Gr 15(6):929–936
go back to reference Cui W, Wang X, Liu S, Riche NH, Madhyastha TM, Ma KL, Guo B (2014) Let it flow: a static method for exploring dynamic graphs. In: Proceedings of IEEE pacific visual symposium, pp 121–128 Cui W, Wang X, Liu S, Riche NH, Madhyastha TM, Ma KL, Guo B (2014) Let it flow: a static method for exploring dynamic graphs. In: Proceedings of IEEE pacific visual symposium, pp 121–128
go back to reference Dasgupta A, Arendt DL, Franklin LR, Wong PC, Cook KA (2018) Human factors in streaming data analysis: challenges and opportunities for information visualization. Comput Gr Forum 37(1):254–272CrossRef Dasgupta A, Arendt DL, Franklin LR, Wong PC, Cook KA (2018) Human factors in streaming data analysis: challenges and opportunities for information visualization. Comput Gr Forum 37(1):254–272CrossRef
go back to reference Di Bartolomeo M, Hu Y (2016) There is more to streamgraphs than movies: better aesthetics via ordering and lassoing. In: Computer graphics forum, Wiley Online Library Di Bartolomeo M, Hu Y (2016) There is more to streamgraphs than movies: better aesthetics via ordering and lassoing. In: Computer graphics forum, Wiley Online Library
go back to reference Eckelt K, Hinterreiter A, Adelberger P, Walchshofer C, Dhanoa V, Humer C, Heckmann M, Steinparz C, Streit M (2022) Visual exploration of relationships and structure in low-dimensional embeddings. IEEE transaction on visualization and computer graphics, pp 1–1 Eckelt K, Hinterreiter A, Adelberger P, Walchshofer C, Dhanoa V, Humer C, Heckmann M, Steinparz C, Streit M (2022) Visual exploration of relationships and structure in low-dimensional embeddings. IEEE transaction on visualization and computer graphics, pp 1–1
go back to reference Espadoto M, Martins RM, Kerren A, Hirata NS, Telea AC (2019) Toward a quantitative survey of dimension reduction techniques. IEEE Trans Vis Comput Gr 27(3):2153–2173CrossRef Espadoto M, Martins RM, Kerren A, Hirata NS, Telea AC (2019) Toward a quantitative survey of dimension reduction techniques. IEEE Trans Vis Comput Gr 27(3):2153–2173CrossRef
go back to reference Fink M, Haunert JH, Schulz A, Spoerhase J, Wolff A (2012) Algorithms for labeling focus regions. IEEE Trans Vis Comput Gr 18(12):2583–2592CrossRef Fink M, Haunert JH, Schulz A, Spoerhase J, Wolff A (2012) Algorithms for labeling focus regions. IEEE Trans Vis Comput Gr 18(12):2583–2592CrossRef
go back to reference Fischer MT, Frings A, Keim DA, Seebacher D (2021) Towards a survey on static and dynamic hypergraph visualizations. In: 2021 IEEE visualization conference (VIS), pp 81–85 Fischer MT, Frings A, Keim DA, Seebacher D (2021) Towards a survey on static and dynamic hypergraph visualizations. In: 2021 IEEE visualization conference (VIS), pp 81–85
go back to reference Guo S, Jin Z, Gotz D, Du F, Zha H, Cao N (2019) Visual progression analysis of event sequence data. IEEE Trans Vis Comput Gr 25(1):417–426CrossRef Guo S, Jin Z, Gotz D, Du F, Zha H, Cao N (2019) Visual progression analysis of event sequence data. IEEE Trans Vis Comput Gr 25(1):417–426CrossRef
go back to reference Guo S, Xu K, Zhao R, Gotz D, Zha H, Cao N (2018) EventThread: visual summarization and stage analysis of event sequence data. IEEE Trans Vis Comput Gr 24(1):56–65CrossRef Guo S, Xu K, Zhao R, Gotz D, Zha H, Cao N (2018) EventThread: visual summarization and stage analysis of event sequence data. IEEE Trans Vis Comput Gr 24(1):56–65CrossRef
go back to reference Haunert JH, Sering L (2011) Drawing road networks with focus regions. IEEE Trans Vis Comput Gr 17(12):2555–2562CrossRef Haunert JH, Sering L (2011) Drawing road networks with focus regions. IEEE Trans Vis Comput Gr 17(12):2555–2562CrossRef
go back to reference Jayatilaka LG, Bertuccelli LF, Staszewski J, Gajos KZ (2010) PETALS: a visual interface for landmine detection. In: Adjunct proceedings of the 23nd annual ACM symposium on user interface software and technology, UIST ’10, p 427-428 Jayatilaka LG, Bertuccelli LF, Staszewski J, Gajos KZ (2010) PETALS: a visual interface for landmine detection. In: Adjunct proceedings of the 23nd annual ACM symposium on user interface software and technology, UIST ’10, p 427-428
go back to reference Keim D, Mansmann F, Schneidewind J, Ziegler H (2006) Challenges in visual data analysis. In: Tenth international conference on information visualisation (IV’06), pp 9–16 Keim D, Mansmann F, Schneidewind J, Ziegler H (2006) Challenges in visual data analysis. In: Tenth international conference on information visualisation (IV’06), pp 9–16
go back to reference Krstajić M, Keim DA (2013) Visualization of streaming data: observing change and context in information visualization techniques. In: Proceedings of the international conference on big data, pp 41–47 Krstajić M, Keim DA (2013) Visualization of streaming data: observing change and context in information visualization techniques. In: Proceedings of the international conference on big data, pp 41–47
go back to reference Lex A, Gehlenborg N, Strobelt H, Vuillemot R, Pfister H (2014) Upset: visualization of intersecting sets. IEEE Trans Vis Comput Gr 20(12):1983–1992CrossRef Lex A, Gehlenborg N, Strobelt H, Vuillemot R, Pfister H (2014) Upset: visualization of intersecting sets. IEEE Trans Vis Comput Gr 20(12):1983–1992CrossRef
go back to reference Liu S, Wu Y, Wei E, Liu M, Liu Y (2013) StoryFlow: tracking the evolution of stories. IEEE Trans Vis Comput Gr 19(12):2436–2445CrossRef Liu S, Wu Y, Wei E, Liu M, Liu Y (2013) StoryFlow: tracking the evolution of stories. IEEE Trans Vis Comput Gr 19(12):2436–2445CrossRef
go back to reference Mayorga A, Gleicher M (2013) Splatterplots: overcoming overdraw in scatter plots. IEEE Trans Vis Comput Gr 19(9):1526–1538CrossRef Mayorga A, Gleicher M (2013) Splatterplots: overcoming overdraw in scatter plots. IEEE Trans Vis Comput Gr 19(9):1526–1538CrossRef
go back to reference McInnes L, Healy J, Melville J (2018) Umap: uniform manifold approximation and projection for dimension reduction. arXiv preprint arXiv:1802.03426 McInnes L, Healy J, Melville J (2018) Umap: uniform manifold approximation and projection for dimension reduction. arXiv preprint arXiv:​1802.​03426
go back to reference Mead A (1992) Review of the development of multidimensional scaling methods. J Royal Stat Soc: Ser D (Stat) 41(1):27–39MathSciNet Mead A (1992) Review of the development of multidimensional scaling methods. J Royal Stat Soc: Ser D (Stat) 41(1):27–39MathSciNet
go back to reference Mizuno K, Wu H-Y, Takahashi S, Igarashi T (2019) Optimizing stepwise animation in dynamic set diagrams. Comput Gr Forum 38(3):13–24CrossRef Mizuno K, Wu H-Y, Takahashi S, Igarashi T (2019) Optimizing stepwise animation in dynamic set diagrams. Comput Gr Forum 38(3):13–24CrossRef
go back to reference Nguyen PH, Xu K, Walker R, Wong BW (2014) SchemaLine: timeline visualization for sensemaking. In: 2014 18th international conference on information Visualisation, pp 225–233 Nguyen PH, Xu K, Walker R, Wong BW (2014) SchemaLine: timeline visualization for sensemaking. In: 2014 18th international conference on information Visualisation, pp 225–233
go back to reference Nguyen PH, Xu K, Walker R, Wong BW (2016) TimeSets: timeline visualization with set relations. Inf Vis 15(3):253–269CrossRef Nguyen PH, Xu K, Walker R, Wong BW (2016) TimeSets: timeline visualization with set relations. Inf Vis 15(3):253–269CrossRef
go back to reference Nonato LG, Aupetit M (2018) Multidimensional projection for visual analytics: linking techniques with distortions, tasks, and layout enrichment. IEEE Trans Vis Comput Gr 25(8):2650–2673CrossRef Nonato LG, Aupetit M (2018) Multidimensional projection for visual analytics: linking techniques with distortions, tasks, and layout enrichment. IEEE Trans Vis Comput Gr 25(8):2650–2673CrossRef
go back to reference Sadana R, Major T, Dove A, Stasko J (2014) OnSet: a visualization technique for Large-scale binary set data. IEEE Trans Vis Comput Gr 20(12):1993–2002CrossRef Sadana R, Major T, Dove A, Stasko J (2014) OnSet: a visualization technique for Large-scale binary set data. IEEE Trans Vis Comput Gr 20(12):1993–2002CrossRef
go back to reference Sizemore AE, Bassett DS (2018) Dynamic graph metrics: tutorial, toolbox, and tale. NeuroImage 180:417–427CrossRef Sizemore AE, Bassett DS (2018) Dynamic graph metrics: tutorial, toolbox, and tale. NeuroImage 180:417–427CrossRef
go back to reference Sohns J-T, Schmitt M, Jirasek F, Hasse H, Leitte H (2021) Attribute-based explanation of non-linear embeddings of High-dimensional data. IEEE Trans Vis Comput Gr 28(1):540–550CrossRef Sohns J-T, Schmitt M, Jirasek F, Hasse H, Leitte H (2021) Attribute-based explanation of non-linear embeddings of High-dimensional data. IEEE Trans Vis Comput Gr 28(1):540–550CrossRef
go back to reference Sun G, Liang R, Qu H, Wu Y (2017) Embedding Spatio-temporal information into maps by Route-zooming. IEEE Trans Vis Comput Gr 23(5):1506–1519CrossRef Sun G, Liang R, Qu H, Wu Y (2017) Embedding Spatio-temporal information into maps by Route-zooming. IEEE Trans Vis Comput Gr 23(5):1506–1519CrossRef
go back to reference Sun G, Wu Y, Liu S, Peng TQ, Zhu JJ, Liang R (2014) EvoRiver: visual analysis of topic coopetition on social media. IEEE Trans Vis Comput Gr 20(12):1753–1762CrossRef Sun G, Wu Y, Liu S, Peng TQ, Zhu JJ, Liang R (2014) EvoRiver: visual analysis of topic coopetition on social media. IEEE Trans Vis Comput Gr 20(12):1753–1762CrossRef
go back to reference Sun G, Zhu S, Jiang Q, Xia W, Liang R (2021) EvoSets: tracking the sensitivity of dimensionality reduction results across subspaces. IEEE transaction on big data, pp 1–1 Sun G, Zhu S, Jiang Q, Xia W, Liang R (2021) EvoSets: tracking the sensitivity of dimensionality reduction results across subspaces. IEEE transaction on big data, pp 1–1
go back to reference Sun G-D, Wu Y-C, Liang R-H, Liu S-X (2013) A survey of visual analytics techniques and applications: state-of-the-art research and future challenges. J Comput Sci Technol 28(5):852–867CrossRef Sun G-D, Wu Y-C, Liang R-H, Liu S-X (2013) A survey of visual analytics techniques and applications: state-of-the-art research and future challenges. J Comput Sci Technol 28(5):852–867CrossRef
go back to reference Tanahashi Y, Hsueh CH, Ma KL (2015) An efficient framework for generating storyline visualizations from streaming data. IEEE Trans Vis Comput Gr 21(6):730–742CrossRef Tanahashi Y, Hsueh CH, Ma KL (2015) An efficient framework for generating storyline visualizations from streaming data. IEEE Trans Vis Comput Gr 21(6):730–742CrossRef
go back to reference Tanahashi Y, Ma KL (2012) Design considerations for optimizing storyline visualizations. IEEE Trans Vis Comput Gr 18(12):2679–2688CrossRef Tanahashi Y, Ma KL (2012) Design considerations for optimizing storyline visualizations. IEEE Trans Vis Comput Gr 18(12):2679–2688CrossRef
go back to reference Tarnita CE, Antal T, Ohtsuki H, Nowak MA (2009) Evolutionary dynamics in set structured populations. Proc Natl Acad Sci 106(21):8601–8604 Tarnita CE, Antal T, Ohtsuki H, Nowak MA (2009) Evolutionary dynamics in set structured populations. Proc Natl Acad Sci 106(21):8601–8604
go back to reference Tatu A, Albuquerque G, Eisemann M, Schneidewind J, Theisel H, Magnork M, Keim D (2009) Combining automated analysis and visualization techniques for effective exploration of high-dimensional data. In: 2009 IEEE symposium on visual analytics science and technology, pp 59–66 Tatu A, Albuquerque G, Eisemann M, Schneidewind J, Theisel H, Magnork M, Keim D (2009) Combining automated analysis and visualization techniques for effective exploration of high-dimensional data. In: 2009 IEEE symposium on visual analytics science and technology, pp 59–66
go back to reference Van der Maaten L, Hinton G (2008) Visualizing data using t-SNE. J Mach Learn Res 9(11) Van der Maaten L, Hinton G (2008) Visualizing data using t-SNE. J Mach Learn Res 9(11)
go back to reference von Landesberger T, Bremm S, Andrienko N, Andrienko G, Tekušová M (2012) Visual analytics methods for categoric spatio-temporal data. In: 2012 IEEE conference on visual analytics science and technology (VAST), pp 183–192 von Landesberger T, Bremm S, Andrienko N, Andrienko G, Tekušová M (2012) Visual analytics methods for categoric spatio-temporal data. In: 2012 IEEE conference on visual analytics science and technology (VAST), pp 183–192
go back to reference Wang Y, Wang Y, Zhang H, Sun Y, Fu CW, Sedlmair M, Chen B, Deussen O (2019) Structure-aware fisheye views for efficient large graph exploration. IEEE Trans Vis Comput Gr 25(1):566–575CrossRef Wang Y, Wang Y, Zhang H, Sun Y, Fu CW, Sedlmair M, Chen B, Deussen O (2019) Structure-aware fisheye views for efficient large graph exploration. IEEE Trans Vis Comput Gr 25(1):566–575CrossRef
go back to reference Wang YS, Chi MT (2011) Focus+context metro maps. IEEE Trans Vis Comput Gr 17(12):2528–2535CrossRef Wang YS, Chi MT (2011) Focus+context metro maps. IEEE Trans Vis Comput Gr 17(12):2528–2535CrossRef
go back to reference Xia J, Gao L, Kong K, Zhao Y, Chen Y, Kui X, Liang Y (2018) Exploring linear projections for revealing clusters, outliers, and trends in subsets of multi-dimensional datasets. J Vis Lang Comput 48:52–60CrossRef Xia J, Gao L, Kong K, Zhao Y, Chen Y, Kui X, Liang Y (2018) Exploring linear projections for revealing clusters, outliers, and trends in subsets of multi-dimensional datasets. J Vis Lang Comput 48:52–60CrossRef
go back to reference Xu K, Salisu S, Nguyen PH, Walker R, Wong BLW, Wagstaff A, Phillips G, Biggs M (2020) TimeSets: temporal sensemaking in intelligence analysis. IEEE Comput Gr Appl 40(3):83–93CrossRef Xu K, Salisu S, Nguyen PH, Walker R, Wong BLW, Wagstaff A, Phillips G, Biggs M (2020) TimeSets: temporal sensemaking in intelligence analysis. IEEE Comput Gr Appl 40(3):83–93CrossRef
go back to reference Yaghoubi E, Kumar A, Proença H (2021) Sss-pr: a short survey of surveys in person re-identification. Pattern Recogn Lett 143:50–57CrossRef Yaghoubi E, Kumar A, Proença H (2021) Sss-pr: a short survey of surveys in person re-identification. Pattern Recogn Lett 143:50–57CrossRef
go back to reference Yuan J, Chen C, Yang W, Liu M, Xia J, Liu S (2021) A survey of visual analytics techniques for machine learning. Comput Vis Med 7(1):3–36CrossRef Yuan J, Chen C, Yang W, Liu M, Xia J, Liu S (2021) A survey of visual analytics techniques for machine learning. Comput Vis Med 7(1):3–36CrossRef
go back to reference Yuan X, Guo P, Xiao H, Zhou H, Qu H (2009) Scattering points in parallel coordinates. IEEE Trans Vis Comput Gr 15(6):1001–1008CrossRef Yuan X, Guo P, Xiao H, Zhou H, Qu H (2009) Scattering points in parallel coordinates. IEEE Trans Vis Comput Gr 15(6):1001–1008CrossRef
go back to reference Zheng Y, Capra L, Wolfson O, Yang H (2014) Urban computing: concepts, methodologies, and applications. ACM Trans Intell Syst Technol 5(3):1–55 Zheng Y, Capra L, Wolfson O, Yang H (2014) Urban computing: concepts, methodologies, and applications. ACM Trans Intell Syst Technol 5(3):1–55
Metadata
Title
Towards better pattern enhancement in temporal evolving set visualization
Authors
Zihao Zhu
Yue Shen
Sujia Zhu
Gefei Zhang
Ronghua Liang
Guodao Sun
Publication date
27-11-2022
Publisher
Springer Berlin Heidelberg
Published in
Journal of Visualization / Issue 3/2023
Print ISSN: 1343-8875
Electronic ISSN: 1875-8975
DOI
https://doi.org/10.1007/s12650-022-00896-x

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