BigGIS: a continuous refinement approach to master heterogeneity and uncertainty in spatio-temporal big data (vision paper)

作者: Patrick Wiener , Manuel Stein , Daniel Seebacher , Julian Bruns , Matthias Frank

DOI: 10.1145/2996913.2996931

关键词:

摘要: Geographic information systems (GIS) are important for decision support based on spatial data. Due to technical and economical progress an ever increasing number of data sources available leading a rapidly growing fast unreliable amount that can be beneficial (1) in the approximation multivariate causal predictions future values as well (2) robust proactive decision-making processes. However, today's GIS not designed such big demands require new methodologies effectively model uncertainty generate meaningful knowledge. As consequence, we introduce BigGIS, predictive prescriptive spatio-temporal analytics platform, symbiotically combines analytics, semantic web technologies visual methodologies. We present novel continuous refinement show challenges intermediate result collaborative research project into analysis design enabled GIS.

参考文章(13)
Christopher K. Wikle, Noel A. C. Cressie, Statistics for Spatio-Temporal Data ,(2011)
Dominik Jäckle, Hansi Senaratne, Juri Buchmüller, Daniel A. Keim, Integrated Spatial Uncertainty Visualization using Off-screen Aggregation EuroVis Workshop on Visual Analytics (EuroVA). pp. 49- 53 ,(2015) , 10.2312/EUROVA.20151103
Florian Mansmann, Jörn Kohlhammer, Daniel Keim, Geoffrey Ellis, Mastering the information age : solving problems with visual analytics Goslar : Eurographics Association. ,(2010) , 10.2312/14803
Vlad Tanasescu, Alessio Gugliotta, John Domingue, Rob Davies, Leticia Gutiérrez-Villarías, Mary Rowlatt, Marc Richardson, Sandra Stinčić, A semantic web services GIS based emergency management application international semantic web conference. pp. 959- 966 ,(2006) , 10.1007/11926078_71
Dominik Sacha, Hansi Senaratne, Bum Chul Kwon, Geoffrey Ellis, Daniel A. Keim, The Role of Uncertainty, Awareness, and Trust in Visual Analytics IEEE Transactions on Visualization and Computer Graphics. ,vol. 22, pp. 240- 249 ,(2016) , 10.1109/TVCG.2015.2467591
M.D. Crossland, B.E. Wynne, W.C. Perkins, Spatial decision support systems: an overview of technology and a test of efficacy decision support systems. ,vol. 14, pp. 219- 235 ,(1995) , 10.1016/0167-9236(94)00018-N
Peng Yue, Liangcun Jiang, BigGIS: How big data can shape next-generation GIS international conference on agro-geoinformatics. pp. 1- 6 ,(2014) , 10.1109/AGRO-GEOINFORMATICS.2014.6910649
Dominik Sacha, Andreas Stoffel, Florian Stoffel, Bum Chul Kwon, Geoffrey Ellis, Daniel A. Keim, Knowledge Generation Model for Visual Analytics IEEE Transactions on Visualization and Computer Graphics. ,vol. 20, pp. 1604- 1613 ,(2014) , 10.1109/TVCG.2014.2346481