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Erschienen in: Journal of Visualization 3/2021

04.01.2021 | Regular Paper

Lumina: an adaptive, automated and extensible prototype for exploring, enriching and visualizing data

verfasst von: Konstantinos Kagkelidis, Ilias Dimitriadis, Athena Vakali

Erschienen in: Journal of Visualization | Ausgabe 3/2021

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Abstract

Given a tabular dataset which should be graphically represented, how could the current complex visualization pipeline be improved? Could we produce a more visually enriched final representation, while minimizing the user intervention? Most of the existing approaches lack in capacity to provide a simplified end-to-end solution and leave the intricate process of setting up the data connections to the user. Their results mainly depend on necessary user actions at every step of the visualization pipeline and fail to consider the data structural properties and the constantly rising volume of open and linked data. This work is motivated by the need of a flexible framework which will improve the user experience and interaction by simplifying the process and enhancing the result, capitalizing on the enrichment of the final visualization based on the semantic analysis of linked data. We propose Lumina, a visualization framework, which : (a) builds on structural data analytics and semantic analysis principles, (b) increases the explainability and expressiveness of the visualization leveraging open data and semantic enrichment, (c) minimizes user interventions at every step of the visualization pipeline and (d) fulfills the growing need for open-source, modular and self-hosted solutions. Using publicly available read-world datasets, we validate the adaptability of Lumina and demonstrate the effectiveness and practicality of our method, in comparison to other open source solutions.

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Literatur
Zurück zum Zitat Bostock M, Ogievetsky V, Heer J (2011) D\(^3\) data-driven documents. IEEE Trans Vis Comput Gr 17(12):2301–2309CrossRef Bostock M, Ogievetsky V, Heer J (2011) D\(^3\) data-driven documents. IEEE Trans Vis Comput Gr 17(12):2301–2309CrossRef
Zurück zum Zitat Bryan C, Ma K-L, Woodring J (2016) Temporal summary images: an approach to narrative visualization via interactive annotation generation and placement. IEEE Trans Vis Comput Gr 23(1):511–520CrossRef Bryan C, Ma K-L, Woodring J (2016) Temporal summary images: an approach to narrative visualization via interactive annotation generation and placement. IEEE Trans Vis Comput Gr 23(1):511–520CrossRef
Zurück zum Zitat Card M (1999) Readings in information visualization: using vision to think. Morgan Kaufmann, Burlington Card M (1999) Readings in information visualization: using vision to think. Morgan Kaufmann, Burlington
Zurück zum Zitat Cui Z, Badam SK, Yalçin MA, Elmqvist N (2019) Datasite: proactive visual data exploration with computation of insight-based recommendations. Inf Vis 18(2):251–267CrossRef Cui Z, Badam SK, Yalçin MA, Elmqvist N (2019) Datasite: proactive visual data exploration with computation of insight-based recommendations. Inf Vis 18(2):251–267CrossRef
Zurück zum Zitat Cui W, Zhang X, Wang Y, Huang H, Chen B, Fang L, Zhang H, Lou J-G, Zhang D (2019) Text-to-viz: automatic generation of infographics from proportion-related natural language statements. IEEE Trans Vis Comput Gr 26:906–916CrossRef Cui W, Zhang X, Wang Y, Huang H, Chen B, Fang L, Zhang H, Lou J-G, Zhang D (2019) Text-to-viz: automatic generation of infographics from proportion-related natural language statements. IEEE Trans Vis Comput Gr 26:906–916CrossRef
Zurück zum Zitat Gandy D (2015) Font awesome, the iconic font and css toolkit. Fortawesome. github. io Gandy D (2015) Font awesome, the iconic font and css toolkit. Fortawesome. github. io
Zurück zum Zitat Gilson O, Silva N, Grant PW, Chen M (2008) From web data to visualization via ontology mapping. Computer graphics forum, vol 27. Wiley Online Library, New Jersey, pp 959–966 Gilson O, Silva N, Grant PW, Chen M (2008) From web data to visualization via ontology mapping. Computer graphics forum, vol 27. Wiley Online Library, New Jersey, pp 959–966
Zurück zum Zitat Grammel L, Bennett C, Tory M, Storey M-AD(2013) A survey of visualization construction user interfaces. In: EuroVis (Short Papers). Citeseer Grammel L, Bennett C, Tory M, Storey M-AD(2013) A survey of visualization construction user interfaces. In: EuroVis (Short Papers). Citeseer
Zurück zum Zitat Heer J, Bostock M (2010) Declarative language design for interactive visualization. IEEE Trans Vis Comput Gr 16(6):1149–1156CrossRef Heer J, Bostock M (2010) Declarative language design for interactive visualization. IEEE Trans Vis Comput Gr 16(6):1149–1156CrossRef
Zurück zum Zitat Helliwell JF, Layard R, Sachs JD(2019) World happiness report 2019. New York: Sustainable development solutions network Helliwell JF,  Layard R, Sachs JD(2019) World happiness report 2019. New York: Sustainable development solutions network
Zurück zum Zitat Hullman J, Diakopoulos N, Adar E (2013) Contextifier: automatic generation of annotated stock visualizations. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM, pp 2707–2716 Hullman J, Diakopoulos N, Adar E (2013) Contextifier: automatic generation of annotated stock visualizations. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM, pp 2707–2716
Zurück zum Zitat Kong H-K, Liu Z, Karahalios K (2017) “Internal and external visual cue preferences for visualizations in presentations. Computer graphics forum, vol 36. Wiley Online Library, New Jersey, pp 515–525 Kong H-K, Liu Z, Karahalios K (2017) “Internal and external visual cue preferences for visualizations in presentations. Computer graphics forum, vol 36. Wiley Online Library, New Jersey, pp 515–525
Zurück zum Zitat Kosara R (2016) Presentation-oriented visualization techniques. IEEE Comput Gr Appl 36(1):80–85CrossRef Kosara R (2016) Presentation-oriented visualization techniques. IEEE Comput Gr Appl 36(1):80–85CrossRef
Zurück zum Zitat Liu Z, Thompson J, Wilson A, Dontcheva M, Delorey J, Grigg S, Kerr B, Stasko J (2018) Data illustrator: augmenting vector design tools with lazy data binding for expressive visualization authoring. In: Proceedings of the 2018 CHI conference on human factors in computing systems. ACM, p 123 Liu Z, Thompson J, Wilson A, Dontcheva M, Delorey J, Grigg S, Kerr B, Stasko J (2018) Data illustrator: augmenting vector design tools with lazy data binding for expressive visualization authoring. In: Proceedings of the 2018 CHI conference on human factors in computing systems. ACM, p 123
Zurück zum Zitat Luo MR, Cui G, Rigg B (2001) The development of the cie 2000 colour-difference formula: Ciede 2000. Color Res Appl 26(5):340–350CrossRef Luo MR, Cui G, Rigg B (2001) The development of the cie 2000 colour-difference formula: Ciede 2000. Color Res Appl 26(5):340–350CrossRef
Zurück zum Zitat Luo Y, Qin X, Tang N, Li G (2018) Deepeye: towards automatic data visualization. In: 2018 IEEE 34th international conference on data engineering (ICDE). IEEE , pp 101–112 Luo Y,  Qin X, Tang N, Li G (2018) Deepeye: towards automatic data visualization. In: 2018 IEEE 34th international conference on data engineering (ICDE). IEEE , pp 101–112
Zurück zum Zitat Mackinlay J (1986) Automating the design of graphical presentations of relational information. ACM Trans Gr (Tog) 5(2):110–141CrossRef Mackinlay J (1986) Automating the design of graphical presentations of relational information. ACM Trans Gr (Tog) 5(2):110–141CrossRef
Zurück zum Zitat Mei H, Ma Y, Wei Y, Chen W (2018) The design space of construction tools for information visualization: a survey. J Vis Lang Comput 44:120–132CrossRef Mei H, Ma Y, Wei Y, Chen W (2018) The design space of construction tools for information visualization: a survey. J Vis Lang Comput 44:120–132CrossRef
Zurück zum Zitat Miller GA (1995) Wordnet: a lexical database for english. Commun ACM 38(11):39–41CrossRef Miller GA (1995) Wordnet: a lexical database for english. Commun ACM 38(11):39–41CrossRef
Zurück zum Zitat Moritz D, Wang C, Nelson GL, Lin H, Smith AM, Howe B, Heer J (2018) Formalizing visualization design knowledge as constraints: actionable and extensible models in draco. IEEE Trans Vis Comput Gr 25(1):438–448CrossRef Moritz D, Wang C, Nelson GL, Lin H, Smith AM, Howe B, Heer J (2018) Formalizing visualization design knowledge as constraints: actionable and extensible models in draco. IEEE Trans Vis Comput Gr 25(1):438–448CrossRef
Zurück zum Zitat Morstatter F, Kumar S, Liu H, Maciejewski R(2013) Understanding twitter data with tweetxplorer. In: Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, pp 1482–1485 Morstatter F, Kumar S, Liu H, Maciejewski R(2013) Understanding twitter data with tweetxplorer. In: Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, pp 1482–1485
Zurück zum Zitat Onorati T, Díaz P, Carrion B (2019) From social networks to emergency operation centers: a semantic visualization approach. Future Gener Comput Syst 95:829–840CrossRef Onorati T, Díaz P, Carrion B (2019) From social networks to emergency operation centers: a semantic visualization approach. Future Gener Comput Syst 95:829–840CrossRef
Zurück zum Zitat Ren D, Lee B, Brehmer M (2018) Charticulator: interactive construction of bespoke chart layouts. IEEE Tran Vis Comput Gr 25(1):789–799CrossRef Ren D, Lee B, Brehmer M (2018) Charticulator: interactive construction of bespoke chart layouts. IEEE Tran Vis Comput Gr 25(1):789–799CrossRef
Zurück zum Zitat Roy RS, Singh A, Chawla P, Saxena S, Sinha AR (2017) Automatic assignment of topical icons to documents for faster file navigation. In: 2017 14th IAPR international conference on document analysis and recognition (ICDAR), vol 1, IEEE, pp 1338–1345 Roy RS, Singh A, Chawla P, Saxena S, Sinha AR (2017) Automatic assignment of topical icons to documents for faster file navigation. In: 2017 14th IAPR international conference on document analysis and recognition (ICDAR), vol 1, IEEE, pp 1338–1345
Zurück zum Zitat Satyanarayan A, Heer J (2014) Lyra: an interactive visualization design environment. Computer graphics forum, vol 33. Wiley Online Library, New Jersey, pp 351–360 Satyanarayan A, Heer J (2014) Lyra: an interactive visualization design environment. Computer graphics forum, vol 33. Wiley Online Library, New Jersey, pp 351–360
Zurück zum Zitat Satyanarayan A, Moritz D, Wongsuphasawat K, Heer J (2016) Vega-lite: a grammar of interactive graphics. IEEE Trans Vis Comput Gr 23(1):341–350CrossRef Satyanarayan A, Moritz D, Wongsuphasawat K, Heer J (2016) Vega-lite: a grammar of interactive graphics. IEEE Trans Vis Comput Gr 23(1):341–350CrossRef
Zurück zum Zitat Sears A, Jacko JA (2007) The human-computer interaction handbook: fundamentals, evolving technologies and emerging applications. CRC Press, Boca RatonCrossRef Sears A, Jacko JA (2007) The human-computer interaction handbook: fundamentals, evolving technologies and emerging applications. CRC Press, Boca RatonCrossRef
Zurück zum Zitat Setlur V, Stone MC (2015) A linguistic approach to categorical color assignment for data visualization. IEEE Trans Vis Comput Gr 22(1):698–707CrossRef Setlur V, Stone MC (2015) A linguistic approach to categorical color assignment for data visualization. IEEE Trans Vis Comput Gr 22(1):698–707CrossRef
Zurück zum Zitat Setlur V, Battersby SE, Tory M, Gossweiler R, Chang AX(2016) Eviza: a natural language interface for visual analysis. In: Proceedings of the 29th annual symposium on user interface software and technology. ACM, pp 365–377 Setlur V, Battersby SE, Tory M, Gossweiler R, Chang AX(2016) Eviza: a natural language interface for visual analysis. In: Proceedings of the 29th annual symposium on user interface software and technology. ACM, pp 365–377
Zurück zum Zitat Setlur V, Mackinlay JD (2014) Automatic generation of semantic icon encodings for visualizations. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM, pp 541–550 Setlur V, Mackinlay JD (2014) Automatic generation of semantic icon encodings for visualizations. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM, pp 541–550
Zurück zum Zitat Srinivasan A, Drucker SM, Endert A, Stasko J (2018) Augmenting visualizations with interactive data facts to facilitate interpretation and communication. IEEE Trans Vis Comput Gr 25(1):672–681CrossRef Srinivasan A, Drucker SM, Endert A, Stasko J (2018) Augmenting visualizations with interactive data facts to facilitate interpretation and communication. IEEE Trans Vis Comput Gr 25(1):672–681CrossRef
Zurück zum Zitat Sun Y, Leigh J, Johnson A, Di Eugenio B (2014) Articulate: Creating meaningful visualizations from natural language. In: Innovative approaches of data visualization and visual analytics. IGI Global, pp 218–235 Sun Y, Leigh J, Johnson A, Di Eugenio B (2014) Articulate: Creating meaningful visualizations from natural language. In: Innovative approaches of data visualization and visual analytics. IGI Global, pp 218–235
Zurück zum Zitat Syed Z, Finin T, Mulwad V, Joshi A et al. (2010) Exploiting a web of semantic data for interpreting tables. In: Proceedings of the second web science conference Syed Z, Finin T, Mulwad V, Joshi A et al. (2010) Exploiting a web of semantic data for interpreting tables. In: Proceedings of the second web science conference
Zurück zum Zitat Tufte ER (1986) The visual display of quantitative information. Graphics Press, Cheshire Tufte ER (1986) The visual display of quantitative information. Graphics Press, Cheshire
Zurück zum Zitat Tufte ER, Goeler NH, Benson R (1990) Envisioning information, vol 126. Graphics press, Cheshire Tufte ER, Goeler NH, Benson R (1990) Envisioning information, vol 126. Graphics press, Cheshire
Zurück zum Zitat Viegas FB, Wattenberg M, Van Ham F, Kriss J, McKeon M (2007) Manyeyes: a site for visualization at internet scale. IEEE Trans Vis Comput Gr 13(6):1121–1128CrossRef Viegas FB, Wattenberg M, Van Ham F, Kriss J, McKeon M (2007) Manyeyes: a site for visualization at internet scale. IEEE Trans Vis Comput Gr 13(6):1121–1128CrossRef
Zurück zum Zitat Voigt M, Pietschmann S, Grammel L , Meißner K (2012) “Context-aware recommendation of visualization components,” In The 4th international conference on information, process, and knowledge management (eKNOW). Citeseer, pp 101–109 Voigt M, Pietschmann S, Grammel L , Meißner K (2012) “Context-aware recommendation of visualization components,” In The 4th international conference on information, process, and knowledge management (eKNOW). Citeseer, pp 101–109
Zurück zum Zitat Wang Y, Sun Z, Zhang H, Cui W, Xu K, Ma X, Zhang D (2019) Datashot: automatic generation of fact sheets from tabular data. IEEE Trans Vis Comput Gr 26:895–905CrossRef Wang Y, Sun Z, Zhang H, Cui W, Xu K, Ma X, Zhang D (2019) Datashot: automatic generation of fact sheets from tabular data. IEEE Trans Vis Comput Gr 26:895–905CrossRef
Zurück zum Zitat Wang J, Wang H , Wang Z, Zhu KQ(2012) Understanding tables on the web. In: International conference on conceptual modeling. Springer, pp 141–155 Wang J, Wang H , Wang Z, Zhu KQ(2012) Understanding tables on the web. In: International conference on conceptual modeling. Springer, pp 141–155
Zurück zum Zitat Wongsuphasawat K , Qu Z, Moritz D, Chang R, Ouk F, Anand A, Mackinlay J, Howe B, Heer J (2017) Voyager 2: augmenting visual analysis with partial view specifications. In: Proceedings of the 2017 CHI conference on human factors in computing systems. ACM, pp 2648–2659 Wongsuphasawat K , Qu Z, Moritz D, Chang R, Ouk F, Anand A, Mackinlay J, Howe B, Heer J (2017) Voyager 2: augmenting visual analysis with partial view specifications. In: Proceedings of the 2017 CHI conference on human factors in computing systems. ACM, pp 2648–2659
Zurück zum Zitat Wongsuphasawat K, Moritz D, Anand A, Mackinlay J, Howe B, Heer J (2015) Voyager: exploratory analysis via faceted browsing of visualization recommendations. IEEE Trans Vis Comput Gr 22(1):649–658CrossRef Wongsuphasawat K, Moritz D, Anand A, Mackinlay J, Howe B, Heer J (2015) Voyager: exploratory analysis via faceted browsing of visualization recommendations. IEEE Trans Vis Comput Gr 22(1):649–658CrossRef
Zurück zum Zitat Wongsuphasawat K, Moritz D, Anand A, Mackinlay J, Howe B, Heer J (2016) Towards a general-purpose query language for visualization recommendation. In: Proceedings of the workshop on human-in-the-loop data analytics. ACM, p 4 Wongsuphasawat K, Moritz D, Anand A, Mackinlay J, Howe B, Heer J (2016) Towards a general-purpose query language for visualization recommendation. In: Proceedings of the workshop on human-in-the-loop data analytics. ACM, p 4
Zurück zum Zitat Yu B, Silva CT (2016) Visflow-web-based visualization framework for tabular data with a subset flow model. IEEE Trans Vis Comput Gr 23(1):251–260CrossRef Yu B, Silva CT (2016) Visflow-web-based visualization framework for tabular data with a subset flow model. IEEE Trans Vis Comput Gr 23(1):251–260CrossRef
Zurück zum Zitat Yu B, Silva CT (2019) Flowsense: a natural language interface for visual data exploration within a dataflow system. IEEE Trans Vis Comput Gr 26(1):1–11CrossRef Yu B, Silva CT (2019) Flowsense: a natural language interface for visual data exploration within a dataflow system. IEEE Trans Vis Comput Gr 26(1):1–11CrossRef
Zurück zum Zitat Zwicklbauer S, Einsiedler C, Granitzer M, Seifert C (2013) Towards disambiguating web tables. In: International Semantic Web Conference (Posters & Demos), pp 205–208 Zwicklbauer S, Einsiedler C, Granitzer M, Seifert C (2013) Towards disambiguating web tables. In: International Semantic Web Conference (Posters & Demos), pp 205–208
Metadaten
Titel
Lumina: an adaptive, automated and extensible prototype for exploring, enriching and visualizing data
verfasst von
Konstantinos Kagkelidis
Ilias Dimitriadis
Athena Vakali
Publikationsdatum
04.01.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Visualization / Ausgabe 3/2021
Print ISSN: 1343-8875
Elektronische ISSN: 1875-8975
DOI
https://doi.org/10.1007/s12650-020-00718-y

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