Analytic provenance for sensemaking: a research agenda

Article


Xu, K., Attfield, S., Jankun-Kelly, T., Wheat, A., Nguyen, P. and Selvaraj, N. 2015. Analytic provenance for sensemaking: a research agenda. IEEE Computer Graphics and Applications. 35 (3), pp. 56-64. https://doi.org/10.1109/MCG.2015.50
TypeArticle
TitleAnalytic provenance for sensemaking: a research agenda
AuthorsXu, K., Attfield, S., Jankun-Kelly, T., Wheat, A., Nguyen, P. and Selvaraj, N.
Abstract

Sensemaking is a process of find meaning from information, and often involves activities such as information foraging and hypothesis generation. It can be valuable to maintain a history of the data and reasoning involved, commonly known as provenance information. Provenance information can be a resource for “reflection-in-action” during analysis, supporting collaboration between analysts, and help trace data quality and uncertainty through analysis process. Currently, there is limited work of utilizing analytic provenance, which captures the interactive data exploration and human reasoning process, to support sensemaking. In this article, we present and extend the research challenges discussed in a IEEE VIS 2014 workshop in order to provide an agenda for sensemaking analytic provenance.

KeywordsProvenance; senesmaking; visual analytics; collaboration; data quality
PublisherIEEE
JournalIEEE Computer Graphics and Applications
ISSN0272-1716
Electronic1558-1756
Publication dates
Print22 May 2015
Publication process dates
Deposited07 May 2015
Output statusPublished
Accepted author manuscript
Copyright Statement

© 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Digital Object Identifier (DOI)https://doi.org/10.1109/MCG.2015.50
LanguageEnglish
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Visualization and analysis of the complexome network of saccharomyces cerevisiae
Li, S., Xu, K. and Wilkins, M. 2011. Visualization and analysis of the complexome network of saccharomyces cerevisiae. Journal of Proteome Research. 10 (10), pp. 4744-4756. https://doi.org/10.1021/pr200548c
Uncertainty-tolerant design: evaluating task performance and drag-and-link information gathering for a news-writing task
Attfield, S., Blandford, A., Dowell, J. and Cairns, P. 2008. Uncertainty-tolerant design: evaluating task performance and drag-and-link information gathering for a news-writing task. International Journal of Human-Computer Studies. 66 (6), pp. 410-424. https://doi.org/10.1016/j.ijhcs.2007.12.001
Semi-bipartite graph visualization for gene ontology networks
Xu, K., Williams, R., Hong, S., Liu, Q. and Zhang, J. 2010. Semi-bipartite graph visualization for gene ontology networks. in: Graph drawing : 17th International Symposium (GD 2009) Revised Papers Springer.
Gene specific co-regulation discovery: an improved approach
Zhang, J., Liu, Q. and Xu, K. 2009. Gene specific co-regulation discovery: an improved approach. in: Allen, G., Nabrzyski, J., Seidel, E. and Albada, G. (ed.) Computational Science – ICCS 2009 : 9th International Conference Baton Rouge, LA, USA, May 25-27, 2009 Proceedings, Part I Berlin Springer.
Trialling the SMART approach: identifying and assessing sense-making
Wong, B., Kodagoda, N., Rooney, C., Attfield, S. and Choudhury, S. 2013. Trialling the SMART approach: identifying and assessing sense-making. 2013 International Annual Meeting of the Human Factors and Ergonomics Society. San Diego, CA, USA 30 Sep - 04 Oct 2013
Interacting with Information.
Blandford, A. and Attfield, S. 2010. Interacting with Information. Synthesis Lectures on Human-Centered Informatics. 3 (1), pp. 1-99. https://doi.org/10.2200/S00227ED1V01Y200911HCI006
Towards a science of user engagement.
Attfield, S., Kazai, G., Lalmas, M. and Piwowarski, B. 2011. Towards a science of user engagement. UMWA 2011: Workshop on User Modelling for Web Applications. Hong Kong, China 09 - 12 Feb 2011
Biological network visualisation.
Xu, K. 2012. Biological network visualisation. 3rd Annual Visualizing Biological Data Conference (VizBi2012). Heidelberg, Germany 06 - 08 Mar 2012
When enough is enough: time-restricted sensemaking in underground railway control
Attfield, S., Pagnacco, F. and Benedyk, R. 2011. When enough is enough: time-restricted sensemaking in underground railway control. 10th International Conference on Naturalistic Decision Making. Orlando, FL, USA 31 May - 03 Jun 2011
Evaluating the information behaviour methods: formative evaluations of two methods for assessing the functionality and usability of electronic information resources
Makri, S., Blandford, A., Cox, A., Attfield, S. and Warwick, C. 2011. Evaluating the information behaviour methods: formative evaluations of two methods for assessing the functionality and usability of electronic information resources. International Journal of Human-Computer Studies. 69 (7-8), pp. 455-482. https://doi.org/10.1016/j.ijhcs.2011.04.004
Provenance for intelligence analysis using visual analytics.
Wong, B., Xu, K. and Attfield, S. 2011. Provenance for intelligence analysis using visual analytics. CHI 2011: Workshop on Analytic Provenance. Vancouver, BC, Canada 07 - 08 May 2011
Interactive visualization for information analysis in medical diagnosis
Wong, B., Xu, K. and Holzinger, A. 2011. Interactive visualization for information analysis in medical diagnosis. Workshop on Human-Computer Interaction & Knowledge Discovery and Data Mining (HCI-KDD). Graz, Austria 24 Nov 2011
INVISQUE: Intuitive information exploration through interactive visualization
Wong, B., Chen, R., Kodagoda, N., Rooney, C. and Xu, K. 2011. INVISQUE: Intuitive information exploration through interactive visualization. The ACM CHI Conference on Human Factors in Computing Systems. Vancouver, BC, Canada 07 - 12 May 2011
Visualisation and analysis of the complexome network of Saccharomyces cerevisiae.
Li, S., Xu, K. and Wilkins, M. 2011. Visualisation and analysis of the complexome network of Saccharomyces cerevisiae. Journal of Proteome Research. 10 (10), pp. 4744-4756. https://doi.org/10.1021/pr200548c
A user study on curved edges in graph visualization
Xu, K., Rooney, C., Passmore, P., Ham, D. and Nguyen, P. 2012. A user study on curved edges in graph visualization. IEEE Transactions on Visualization and Computer Graphics. 18 (12), pp. 2449 -2456. https://doi.org/10.1109/TVCG.2012.189
M-Sieve: a visualisation tool for supporting network security analysts
Choudhury, S., Kodagoda, N., Nguyen, P., Rooney, C., Attfield, S., Xu, K., Zheng, Y., Wong, B., Chen, R., Mapp, G., Slabbert, L., Aiash, M. and Lasebae, A. 2012. M-Sieve: a visualisation tool for supporting network security analysts. VisWeek 2012. Seattle, WA, USA 14 - 19 Oct 2012
Team Sensemaking Assessment Method (TSAM): an inspection method for evaluating collaborative analysis technologies
Hutton, R., Attfield, S., Wiggins, S., McGuinness, B. and Wong, B. 2012. Team Sensemaking Assessment Method (TSAM): an inspection method for evaluating collaborative analysis technologies. Anderson, M. (ed.) International conference on Ergonomics and Human Factors 2012. Blackpool, England, UK 16 - 19 Apr 2012 CRC Press. pp. 419-420
Middlesex University’s Invisque visual analytics tool: supported by text analytics techniques from the University of Leeds
Choudhury, S., Brierley, C., Rooney, C., Xu, K., Chen, R., Wong, B. and Atwell, E. 2011. Middlesex University’s Invisque visual analytics tool: supported by text analytics techniques from the University of Leeds. IEEE VAST Challenge 2011. Providence, Rhode Island, USA 23 - 28 Oct 2011
INVISQUE: Technology and methodologies for interactive information visualization and analytics in large library collections
Wong, B., Choudhury, S., Rooney, C., Chen, R. and Xu, K. 2011. INVISQUE: Technology and methodologies for interactive information visualization and analytics in large library collections. Gradmann, S., Borri, F., Meghini, C. and Schuldt, H. (ed.) Springer.
Visualisation of the complexome.
Li, S., Xu, K. and Wilkins, M. 2010. Visualisation of the complexome. Human Proteome Organisation 9th Annual World Congress. Sydney Convention and Exhibition centre
Genetic sequences: tracing the mutations of a disease.
Mitchell, I., Passmore, P. and Xu, K. 2010. Genetic sequences: tracing the mutations of a disease. IEEE VAST Symposium 2010 Challenge. Salt Lake City, Utah, USA 24 - 29 Oct 2010
Hospitalization records: characterization of pandemic spread.
Passmore, P., Zheng, Y., Rooney, C., Al-Sheikh, T. and Xu, K. 2010. Hospitalization records: characterization of pandemic spread. IEEE VAST Symposium 2010 Challenge. Salt Lake City, Utah, USA 24 - 29 Oct 2010
Web service management system for bioinformatics research: a case study.
Xu, K., Yu, Q., Liu, Q., Zhang, J. and Bouguettaya, A. 2011. Web service management system for bioinformatics research: a case study. Service Oriented Computing and Applications. 5 (1), pp. 1-15. https://doi.org/10.1007/s11761-011-0076-9
Prioritisation, resources and search terms: a study of decision-making at the virtual reference desk.
Attfield, S., Makri, S., Kalbach, J., Blandford, A., De Gabrielle, S. and Edwards, M. 2008. Prioritisation, resources and search terms: a study of decision-making at the virtual reference desk. Lecture Notes in Computer Science. https://doi.org/10.1007/978-3-540-87599-4_12
Improving the cost structure of sensemaking: analysing user concepts to inform information systems design
Attfield, S. and Blandford, A. 2009. Improving the cost structure of sensemaking: analysing user concepts to inform information systems design. Lecture Notes in Computer Science. 5726. https://doi.org/10.1007/978-3-642-03655-2_60
Sense-making in visual analytics: processes and challenges
Attfield, S., Hara, S. and Wong, B. 2010. Sense-making in visual analytics: processes and challenges. EuroVAST 2010: The 1st European Symposium on Visual Analytics Science and Technology.. Bordeaux, France 08 Jun 2010
Electronic resource discovery systems: from user behaviour to design.
Stelmaszewska, H., Wong, B., Attfield, S. and Chen, R. 2010. Electronic resource discovery systems: from user behaviour to design. in: Hvannberg, E., Larusdottir, M., Blandford, A. and Gulliksen, J. (ed.) NordiCHI '10 6th Nordic Conference on Human-Computer Interaction. Association for Computing Machinery (ACM). pp. 483-492
Social and interactional practices for disseminating current awareness information in an organisational setting.
Attfield, S., Blandford, A. and Makri, S. 2010. Social and interactional practices for disseminating current awareness information in an organisational setting. Information Processing and Management. 46 (6), pp. 632-645. https://doi.org/10.1016/j.ipm.2009.10.003
Discovery-led refinement in e-discovery investigations: sensemaking, cognitive ergonomics and system design.
Attfield, S. and Blandford, A. 2010. Discovery-led refinement in e-discovery investigations: sensemaking, cognitive ergonomics and system design. Artificial Intelligence and Law. 18 (4), pp. 387-412. https://doi.org/10.1007/s10506-010-9091-y
Conceptual misfits in email-based current awareness interaction
Attfield, S. and Blandford, A. 2010. Conceptual misfits in email-based current awareness interaction. Journal of Documentation. 67 (1), pp. 33-55. https://doi.org/10.1108/00220411111105443
Making sense of digital footprints in team-based legal investigations: the acquisition of focus
Attfield, S. and Blandford, A. 2011. Making sense of digital footprints in team-based legal investigations: the acquisition of focus. Human Computer Interaction. 26 (1-2), pp. 38-71. https://doi.org/10.1080/07370024.2011.556548
A knowledge discovery service system for provenance exploration
Liu, Q., Zhang, J., James, F., Xu, K. and Dinesh, N. 2011. A knowledge discovery service system for provenance exploration. International Conference on Data and Knowledge Engineering (ICDKE) 2011. Milan, Italy 06 - 08 Sep 2011
Seeing more than the graph: evaluation of multivariategraph visualization methods.
Cunningham, A., Xu, K. and Thomas, B. 2010. Seeing more than the graph: evaluation of multivariategraph visualization methods. Santucci, G. (ed.) Association for Computing Machinery (ACM). pp. 429 https://doi.org/10.1145/1842993.1843106