Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/1842993.1842995acmotherconferencesArticle/Chapter ViewAbstractPublication PagesaviConference Proceedingsconference-collections
research-article

Advanced visual analytics interfaces

Published: 26 May 2010 Publication History

Abstract

Advanced visual interfaces, like the ones found in information visualization, intend to offer a view on abstract data spaces to enable users to make sense of them. By mapping data to visual representations and providing interactive tools to explore and navigate, it is possible to get an understanding of the data and possibly discover new knowledge. With the advent of modern data collection and analysis technologies, the direct visualization of data starts to show its limitations due to limited scalability in terms of volumes and to the complexity of required analytical reasoning. Many analytical problems we encounter today require approaches that go beyond pure analytics or pure visualization. Visual analytics provides an answer to this problems by advocating a tight integration between automatic computation and interactive visualization, proposing a more holistic approach. In this paper, we argue for Advanced Visual Analytics Interfaces (AVAIs), visual interfaces in which neither the analytics nor the visualization needs to be advanced in itself but where the synergy between automation and visualization is in fact advanced. We offer a detailed argumentation around the needs and challenges of AVAIs and provide several examples of this type of interfaces.

References

[1]
N. Adrienko and G. Adrienko. Spatial generalisation and aggregation of massive movement data. IEEE Transactions on Visualization and Computer Graphics, 2010 (to appear).
[2]
P. Bak, F. Mansmann, H. Janetzko, and D. Keim. Spatiotemporal Analysis of Sensor Logs using Growth Ring Maps. IEEE Transactions on Visualization and Computer Graphics, 15(6):913--920, 2009.
[3]
E. Bertini and D. Lalanne. Investigating and reflecting on the integration of automatic data analysis and visualization in knowledge discovery. SigKDD Explorations Journal, December 2009 (to appear).
[4]
D. Keim, M. Hao, U. Dayal, H. Janetzko, and P. Bak. Generalized scatter plots. Information Visualization, 2009 (to appear).
[5]
D. A. Keim, F. Mansmann, and J. Thomas. Visual analytics: How much visualization and how much analytics? SigKDD Explorations Journal, December 2009 (to appear).
[6]
D. A. Keim, T. Nietzschmann, N. Schelwies, J. Schneidewind, T. Schreck, and H. Ziegler. A spectral visualization system for analyzing financial time series data. In EuroVis 2006: Eurographics/IEEE-VGTC Symposium on Visualization, 2006.
[7]
D. Oelke, M. Hao, C. Rohrdantz, D. A. Keim, U. Dayal, L.-E. Haug, and H. Janetzko. Visual Opinion Analysis of Customer Feedback Data. In IEEE Symposium on Visual Analytics Science and Technology (VAST 2009), pages 187--194, 2009.
[8]
A. Okabe, B. Boots, and K. Sugihara. Spatial tessellations: concepts and applications of Voronoi diagrams. John Wiley & Sons, Inc., New York, NY, USA, 1992.
[9]
J. Thomas and K. Cook. Illuminating the Path: Research and Development Agenda for Visual Analytics. IEEE Computer Society Press, 2005.
[10]
H. Ziegler, T. Nietzschmann, and D. A. Keim. Relevance driven visualization of financial performance measures. In EuroVis 2007: Eurographics/IEEE-VGTC Symposium on Visualization, 2007.

Cited By

View all
  • (2021)A Visual Analytics Web Platform for Detecting High Wind Energy Potential in Urban Environments by Employing OGC StandardsISPRS International Journal of Geo-Information10.3390/ijgi1010070710:10(707)Online publication date: 15-Oct-2021
  • (2018)A visual analytics system for managing mobile network failuresProceedings of the EuroVis Workshop on Visual Analytics10.5555/3290753.3290760(25-29)Online publication date: 4-Jun-2018
  • (2016)A visual analytics system for mobile telecommunication marketing analysisProceedings of the EuroVis Workshop on Visual Analytics10.5555/3057675.3057679(7-11)Online publication date: 6-Jun-2016
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Other conferences
AVI '10: Proceedings of the International Conference on Advanced Visual Interfaces
May 2010
427 pages
ISBN:9781450300766
DOI:10.1145/1842993
  • Editor:
  • Giuseppe Santucci
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

  • Consulta Umbria SRL

In-Cooperation

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 26 May 2010

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. data mining
  2. information visualization
  3. knowledge discovery
  4. visual analytics

Qualifiers

  • Research-article

Funding Sources

Conference

AVI '10
Sponsor:

Acceptance Rates

Overall Acceptance Rate 128 of 490 submissions, 26%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)14
  • Downloads (Last 6 weeks)1
Reflects downloads up to 21 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2021)A Visual Analytics Web Platform for Detecting High Wind Energy Potential in Urban Environments by Employing OGC StandardsISPRS International Journal of Geo-Information10.3390/ijgi1010070710:10(707)Online publication date: 15-Oct-2021
  • (2018)A visual analytics system for managing mobile network failuresProceedings of the EuroVis Workshop on Visual Analytics10.5555/3290753.3290760(25-29)Online publication date: 4-Jun-2018
  • (2016)A visual analytics system for mobile telecommunication marketing analysisProceedings of the EuroVis Workshop on Visual Analytics10.5555/3057675.3057679(7-11)Online publication date: 6-Jun-2016
  • (2016)Visual discovery and model-driven explanation of time series patterns2016 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC)10.1109/VLHCC.2016.7739668(78-86)Online publication date: Sep-2016
  • (2014)A Model to Promote Interaction between Humans and Data Fusion Intelligence to Enhance Situational Awareness16th International Conference on Human-Computer Interaction. Theories, Methods, and Tools - Volume 851010.1007/978-3-319-07233-3_37(399-410)Online publication date: 22-Jun-2014
  • (2011)CardiogramProceedings of the SIGCHI Conference on Human Factors in Computing Systems10.1145/1978942.1979194(1727-1736)Online publication date: 7-May-2011

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media