{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,20]],"date-time":"2026-09-20T19:11:39Z","timestamp":1789931499796,"version":"4.0.1"},"reference-count":51,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2008,2,28]],"date-time":"2008-02-28T00:00:00Z","timestamp":1204156800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information Visualization"],"published-print":{"date-parts":[[2008,3]]},"abstract":"<jats:p>Supporting visual analytics of multiple large-scale multidimensional data sets requires a high degree of interactivity and user control beyond the conventional challenges of visualizing such data sets. We present the DataMeadow, a visual canvas providing rich interaction for constructing visual queries using graphical set representations called DataRoses. A DataRose is essentially a starplot of selected columns in a data set displayed as multivariate visualizations with dynamic query sliders integrated into each axis. The purpose of the DataMeadow is to allow users to create advanced visual queries by iteratively selecting and filtering into the multidimensional data. Furthermore, the canvas provides a clear history of the analysis that can be annotated to facilitate dissemination of analytical results to stakeholders. A powerful direct manipulation interface allows for selection, filtering, and creation of sets, subsets, and data dependencies. We have evaluated our system using a qualitative expert review involving two visualization researchers. Results from this review are favorable for the new method.<\/jats:p>","DOI":"10.1057\/palgrave.ivs.9500170","type":"journal-article","created":{"date-parts":[[2008,2,28]],"date-time":"2008-02-28T00:48:43Z","timestamp":1204159723000},"page":"18-33","source":"Crossref","is-referenced-by-count":46,"title":["DataMeadow: A Visual Canvas for Analysis of Large-Scale Multivariate Data"],"prefix":"10.1177","volume":"7","author":[{"given":"Niklas","family":"Elmqvist","sequence":"first","affiliation":[{"name":"INRIA, Universit\u00e9 Paris-Sud, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"John","family":"Stasko","sequence":"additional","affiliation":[{"name":"School of Interactive Computing and the GVU Center, Georgia Institute of Technology, Atlanta, GA, U.S.A."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philippas","family":"Tsigas","sequence":"additional","affiliation":[{"name":"Department of Computer Science & Engineering, Chalmers University of Technology, Gothenburg, Sweden"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2008,2,28]]},"reference":[{"key":"bibr1-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/2945.981847"},{"key":"bibr2-palgrave.ivs.9500170","volume-title":"Illuminating the Path: The Research and Development Agenda for Visual Analytics","author":"Thomas JJ","year":"2005"},{"key":"bibr3-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/52.329404"},{"key":"bibr4-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/133160.133216"},{"key":"bibr5-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1147\/sj.454.0801"},{"key":"bibr6-palgrave.ivs.9500170","volume-title":"Visualizing Data","author":"Cleveland WS","year":"1993"},{"key":"bibr7-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1973.10482434"},{"key":"bibr8-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/2945.841121"},{"key":"bibr9-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500003"},{"key":"bibr10-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/38.310723"},{"key":"bibr11-palgrave.ivs.9500170","unstructured":"Johnson B, Shneiderman B. Tree maps: A space-filling approach to the visualization of hierarchical information structures. In: Nielson GM, Rosenblum L (Eds).\n                      Proceedings of the IEEE Conference on Visualization\n                      (San Diego, California, USA), IEEE Computer Society Press: Silver Spring, MD, 1991; 284\u2013291."},{"key":"bibr12-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.1990.146386"},{"key":"bibr13-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/102377.115768"},{"key":"bibr14-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1007\/BF01898350"},{"key":"bibr15-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/INFVIS.1997.636793"},{"key":"bibr16-palgrave.ivs.9500170","unstructured":"Fua Y-H, Ward MO, Rundensteiner EA. Hierarchical parallel coordinates for exploration of large datasets.\n                      Proceedings of the IEEE Conference on Visualization\n                      (San Fransisco, California, USA), IEEE Computer Society Press: Silver Spring, MD, 1999; 43\u201350."},{"key":"bibr17-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Bendix F, Kosara R, Hauser H. Parallel sets: A visual analysis of categorical data. In: Stasko J, Ward M (Eds).\n                      Proceedings of the IEEE Symposium on Information Visualization\n                      (Minneapolis, Minnestoa, USA), IEEE Computer Society Press: Silver Spring, MD, 2005; 133\u2013140.","DOI":"10.1109\/INFVIS.2005.1532139"},{"key":"bibr18-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Sifer M. User interfaces for the exploration of hierarchical multidimensional data. In: Wong PC, Keim D (Eds).\n                      Proceedings of the IEEE Symposium on Visual Analytics Science & Technology\n                      (Baltimore, Maryland, USA), IEEE Computer Society Press: Silver Spring, MD, 2006; 175\u2013182.","DOI":"10.1109\/VAST.2006.261422"},{"key":"bibr19-palgrave.ivs.9500170","volume-title":"Dynamic Graphics for Statistics","author":"Cleveland WS","year":"1988"},{"key":"bibr20-palgrave.ivs.9500170","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1080\/10618600.1996.10474701","volume":"5","author":"Becker RA","year":"1996","journal-title":"Journal of Computational and Graphical Statistics"},{"key":"bibr21-palgrave.ivs.9500170","unstructured":"Shneiderman B. The eyes have it: A task by data type taxonomy for information visualizations.\n                      Proceedings of the IEEE Symposium on Visual Languages\n                      (Boulder, Colorado, USA), IEEE Computer Society Press: Silver Spring, MD, 1996; 336\u2013343."},{"key":"bibr22-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Yi JS, Kang Y, Stasko JT, Jacko JA. Toward a deeper understanding of the role of interaction in information visualization. In: van Wijk J, Stasko J (Eds). IEEE Transactions of Visualization and Computer Graphics (Sacramento, California, USA), 2007; 13: 1224\u20131231.","DOI":"10.1109\/TVCG.2007.70515"},{"key":"bibr23-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/142750.143054"},{"key":"bibr24-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261452"},{"key":"bibr25-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1987.10488204"},{"key":"bibr26-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2002.1016905"},{"key":"bibr27-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261424"},{"key":"bibr28-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/1124772.1124891"},{"key":"bibr29-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500099"},{"key":"bibr30-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/INFVIS.2003.1249026"},{"key":"bibr31-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/1124772.1124890"},{"key":"bibr32-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/2945.981851"},{"key":"bibr33-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/571985.572018"},{"key":"bibr34-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/325737.325810"},{"key":"bibr35-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261439"},{"key":"bibr36-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Yang D, Rundensteiner EA, Ward MO. Analysis guided visual exploration of multivariate data. In: Dill J, Ribarsky W (Eds).\n                      Proceedings of the IEEE Symposium on Visual Analytics Science and Technology\n                      (Sacramento, California, USA), IEEE Computer Society Press: Silver Spring, MD, 2007; 83\u201390.","DOI":"10.1109\/VAST.2007.4389000"},{"key":"bibr37-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Nam EJ, Han Y, Mueller K, Zelenyuk A, Imre D. ClusterSculptor: A visual analytics tool for high-dimensional data. In: Dill J, Ribarsky W (Eds).\n                      Proceedings of the IEEE Symposium on Visual Analytics Science & Technology\n                      (Sacramento, California, USA), IEEE Computer Society Press: Silver Spring, MD, 2007; 75\u201382.","DOI":"10.1109\/VAST.2007.4388999"},{"key":"bibr38-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261430"},{"key":"bibr39-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/INFVIS.1999.801861"},{"key":"bibr40-palgrave.ivs.9500170","doi-asserted-by":"crossref","unstructured":"Chi H, Barry P, Riedl J, Konstan J. A spreadsheet approach to information visualization. In: Dill J, Gershon N (Eds).\n                      Proceedings of the IEEE Symposium on Information Visualization\n                      (Phoenix, Arizona, USA), IEEE Computer Society Press: Silver Spring, MD, 1997; 17\u201324.","DOI":"10.1109\/INFVIS.1997.636761"},{"key":"bibr41-palgrave.ivs.9500170","volume-title":"Envisioning Information","author":"Tufte ER","year":"1990"},{"key":"bibr42-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/IV.2006.31"},{"key":"bibr43-palgrave.ivs.9500170","unstructured":"Amar RA, Eagan J, Stasko JT. Low-level components of analytic activity in information visualization. In: Stasko J, Ward M (Eds).\n                      Proceedings of the IEEE Symposium on Information Visualization\n                      (Minneapolis, Minnesota, USA), IEEE Computer Society Press: Silver Spring, MD, 2005; 111\u2013117."},{"key":"bibr44-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.1990.146375"},{"key":"bibr45-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500072"},{"key":"bibr46-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/38.135886"},{"key":"bibr47-palgrave.ivs.9500170","unstructured":"The InfoVis Toolkit, Fekete J-D. In: Ward M, Munzner T (Eds).\n                      Proceedings of the IEEE Symposium on Information Visualization\n                      (Austin, Texas, USA), IEEE Computer Society Press: Silver Spring, MD, 2004; 167\u2013174."},{"key":"bibr48-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2006.178"},{"key":"bibr49-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/245882.245891"},{"key":"bibr50-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1145\/1240624.1240865"},{"key":"bibr51-palgrave.ivs.9500170","doi-asserted-by":"publisher","DOI":"10.1201\/9780203485088"}],"container-title":["Information Visualization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1057\/palgrave.ivs.9500170","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1057\/palgrave.ivs.9500170","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:19:49Z","timestamp":1777490389000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1057\/palgrave.ivs.9500170"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,2,28]]},"references-count":51,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2008,3]]}},"alternative-id":["10.1057\/palgrave.ivs.9500170"],"URL":"https:\/\/doi.org\/10.1057\/palgrave.ivs.9500170","relation":{},"ISSN":["1473-8716","1473-8724"],"issn-type":[{"value":"1473-8716","type":"print"},{"value":"1473-8724","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,2,28]]}}}