Publications

  • Guo D., S. Liu, and H. Jin (2010). "A Graph-based Approach to Vehicle Trajectory Analysis", Journal of Location Based Service (JLBS). (In Press).

    [ Manuscript ]
  • Guo, D. (2010). "Local Entropy Map: A Non-Parametric Approach to Discover Spatially Varying Multivariate Relationships", International Journal of Geographical Information Science. (In Press).

    [Manuscript]
  • Guo, D. (2009). "Flow Mapping and Multivariate Visualization of Large Spatial Interaction Data", IEEE Transactions on Visualization and Computer Graphics, 15(6), pp. 1041-1048.

    [Journal Link]
  • Guo, D. & J. Mennis (2009). "Spatial data mining and geographic knowledge discovery-An introduction", Computers, Environment and Urban Systems, 33(6) pp. 403-408.

    [Journal Website] [Erratum]
  • Liao, K., D. Guo (2008). "A Clustering-Based Approach to a Capacitated Facility Location Problem", Transactions in GIS.12(3), pp. 323–339.

    [PDF] [Journal Site]
  • Guo, D. (2008). "Regionalization with Dynamically Constrained Agglomerative Clustering and Partitioning (REDCAP)", International Journal of Geographical Information Science. 22(7), pp. 801-823.

    [PDF] [Journal Site]
  • Chen, J., A.M. MacEachren, and D. Guo (2008). "Supporting the Process of Exploring and Interpreting Space-Time, Multivariate Patterns: The Visual Inquiry Toolkit", Cartography and Geographic Information Science. 35(1), pp. 33-50.

    [PDF] [Our Related IEEE TVCG Paper]
  • Guo, D. (2007). "Visual Analytics of Spatial Interaction Patterns for Pandemic Decision Support", International Journal of Geographical Information Science, Special Issue on Visualization, Analytics & Spatial Decision Support. 21(8), pp. 859-877.

    [PDF] [Journal Website]
  • Guo, D., K. Liao, M. Morgan (2007). "Visualizing Patterns in a Global Terrorism Incident Database", Environment and Planning B: Planning and Design. 34, pp. 767-784.

    [PDF] [Journal Website]
  • Guo, D. and M. Gahegan (2006). "Spatial Ordering and Encoding for Geographic Data Mining and Visualization", Journal of Intelligent Information Systems, 27(3), pp.243-266.

    [PDF] [Journal Website]
  • Guo, D., J. Chen, A. M. MacEachren, and K. Liao (2006). "A Visualization System for Spatio-Temporal and Multivariate Patterns (VIS-STAMP)", IEEE Transactions on Visualization and Computer Graphics, 12(6), pp. 1461-1474.

    [PDF][Journal Website] [Featured on the Journal Cover]
  • Guo, D., M. Gahegan, A.M. MacEachren, and B. Zhou (2005). "Multivariate Analysis and Geovisualization with an Integrated Geographic Knowledge Discovery Approach", Cartography and Geographic Information Science. 32(2), pp. 113-132.

    [PDF] [ Download Software] [Featured on the Cover]
  • Guo, D. (2003). "Coordinating Computational and Visualization Approaches for Interactive Feature Selection and Multivariate Clustering", Information Visualization, 2(4): 232-246.

    [PDF] [Journal Website]
  • Guo, D., D. Peuquet and M. Gahegan (2003). "ICEAGE: Interactive Clustering and Exploration of Large and High-dimensional Geodata", GeoInformatica, 7(3): pp. 229-253..

    [PDF] [Journal Website]

Peer-reviewed Conference Publications

  • Guo, D. (2009). "Greedy optimization for contiguity constrained hierarchical clustering", The 4th International Workshop on Spatial and Spatiotemporal Data Mining, IEEE International Conference on Data Mining, pp. 591-596.
  • Jin, H. & D. Guo. (2009). "Understanding Climate Change Patterns with Multivariate Geovisualization", In Proceedings - IEEE International Conference on Data Mining Workshops, 217-222. Miami, FL, USA: IEEE Press.
  • Guo, D. (2008). "Multi-scale Flow Mapping of Large Spatial Interaction Data", International Conference on Geographic Information Science (GIScience 2008), Park City, Utah. September 23-26.
  • Guo, D. (2006). "Spatio-Temporal Visual Analytics for Pandemic Response and Decision Support", Workshop on Visual Analytics & Spatial Decision Support, Münster, Germany. September 20.
  • Guo, D. (2006). "Local Entropy Map: A Nonparametric Approach to Measure Spatially Varying Bivariate Relationships", The Fourth International Conference on Geographic Information Science (GIScience 2006), Münster, Germany. September 20-23.
  • Guo, D. (2006). "Mining and Visualizing Spatial Interaction Patterns for Pandemic Response", Workshop on Spatial Data Mining, SIAM Conference on Data Mining, Bethesda, MD, USA. April 22.
  • Chen, J., Guo, D., & MacEachren, A. (2005). "Space-Time-Attribute Analysis and Visualization of U.S. Company Data", IEEE Symposium on Information Visualization (InfoVis 2005), Compendium Volume, Minneapolis, MN, Oct. 23-25. (2pp. on CD).
  • Guo, D., M. Gahegan, and A. MacEachren (2004). "An Integrated Environment for High-Dimensional Geographic Data Mining", The Third International Conference on Geographic Information Science, Adelphi, MD, USA, pp. 107-110.

    [PDF]
  • Ola, A., D. Guo, and J. Macgill (2004). "Exploration of Semantic Uncertainty in Parameterized Land Use/Land Cover Classifications", The Third International Conference on Geographic Information Science, Adelphi, MD, USA, pp. 5-8.

    [PDF]
  • Guo, D. (2003). "A Geographic Visual Query Composer (GVQC) for Accessing Federal Databases", Proceeding, dg.o.2003, National Conference for Digital Government Research, Boston, MA, pp. 397-400.

    [PDF]
  • Guo, D., M. Gahegan, D. Peuquet and A. MacEachren (2003). "Breaking Down Dimensionality: An Effective Feature Selection Method for High-dimensional Clustering", The Third SIAM (Society for Industrial and Applied Mathematics) International Conference on Data Mining, Workshop on Clustering High Dimensional Data and its Applications, San Francisco, CA, pp. 29-42.

    [PDF]
  • MacEachren, A.M., X. Dai, F. Hardisty, D. Guo and G. Lengerich (2003). "Exploring High-D Spaces with Multiform Matrices and Small Multiples", IEEE Symposium on Information Visualization, Seattle, WA, pp. 31-38.

    [PDF]
  • Guo, D., D. Peuquet and M. Gahegan (2002). "Opening the Black Box: Interactive Hierarchical Clustering for Multivariate Spatial Patterns", The 10th ACM International Symposium on Advances in Geographic Information Systems, McLean, VA, pp. 131-136.

    [PDF]
  • Guo, D., D. Peuquet, M. Gahegan and A. MacEachren (2002). "Interactive Subspace Clustering for Mining High-Dimensional Spatial Patterns", The Second International Conference on Geographic Information Science, Boulder, CO, pp. 60-63.
  • Steiner, E., A. MacEachren and D. Guo (2002). "Developing and Assessing Light-weight Data-driven Exploratory Geovisualization Tools for the Web", Advances in Spatial Data Handling, Proceedings of the 10th International Symposium on Spatial Data Handling, ed. D. E. Richardson and P. v. Oosterom, Springer: pp. 487-500.

    [PDF]
  • MacEachren, A., F. Hardisty, M. Gahegan, M. Wheeler, X. Dai, D. Guo and M. Takatsuka (2001). "Supporting Visual Integration and Analysis of Geospatially-referenced Statistics Through Web-deployable, Cross-platform Tools", Proceeding, dg.o.2001, National Conference for Digital Government Research, Los Angeles, CA, pp.17-24.

    [PDF]
  • Peuquet, D. and D. Guo (2000). "Mining Spatial Data Using An Interactive Rule-based Approach", The First International Conference on Geographic Information Science, Savannah, GA , pp. 152-153.

    [PDF]
  • Mennis, J., D. Peuquet and D. Guo (2000). "Model for The Exploration Of Spatio-Temporal Environmental Data", The 4th International Conference on Integrating GIS and Environmental Modeling (GIS/EM4): Problems, Prospects, and Research Needs, Banff, Alberta, , Canada, September 2 - 8, 2000.

    (Distributed via WWW and CD. Paper available at http://www.colorado.edu/research/cires/banff/pubpapers/197)
  • Zhang, J., D. Guo and Q. Wan (1999). "Geospatial Data Ming and Knowledge Discovery using Decision Tree Algorithm-A Case Study of Soil Data Set of Yellow River Delta (YRD)", Geoinformatics'99, Ann Arbor, MI.

    [PDF]
  • Wan, Q., C. Zhou and D. Guo (1999). "Web-Based Distributed Collaborative Spatial Decision-Making System", Towards Digital Earth—Proceedings of the International Symposium on Digital Earth. Beijing, Science Press.
  • Zhang, J. and D. Guo (1998). "A Preliminary Study on Geographical Data Sharing by WebGIS", Geoinformatics'98, Beijing.
  • Guo, D., M. Gahegan, A.M. MacEachren, and D.J. Peuquet (2003). "UCGIS Workshop on Geospatial Visualization and Knowledge Discovery", Funded by ARDA and USGS, November 18 – 20, 2003 (Landsdowne, VA).

    [White Paper Contributed]

Book Chapters

  • Guo, D. "Geocoding", Encyclopedia of Geography, SAGE Publications. (In Press).
  • Guo, D. "Spatial Data Mining", Encyclopedia of Geography, SAGE Publications. (In Press).
  • Agouris, P., A. Croitoru, D. Guo, A. Stefanidis, F. Wang & D. Wong. (2010). "Geospatial Data Analysis and Information Extraction", In Advanced GeoInformation Science, edited by C. Yang, D. W. Wong, Q. Miao & R. Yang. Springer. (In Press).
  • Guo, D. (2009). "Multivariate Spatial Clustering and Geovisualization", In Geographic Data Mining and Knowledge Discovery, edited by H. J. Miller and J. Han. London and New York, Taylor & Francis, pp. 325-345.