Giorgos Mountrakis

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Patent

• G. Mountrakis (Inventor). Multi-scale radial basis function neural network. Full patent (#7,577,626) Issued August 18, 2009. More…

Book Chapters

• G. Mountrakis (2009). Geographic Data Mining: An Introduction. Invited chapter in the ASPRS Manual of Geographic Information Systems. M. Madden (ed.), Chapter 27, pp. 495-508. More…
• R. Watts, G. Mountrakis (2009). Transportation Spatial Indicators: Relating the Transportation Network to the Land. Invited chapter in the ASPRS Manual of Geographic Information Systems. M. Madden (ed.), Chapter 34, pp. 659-676. More…
• G. Mountrakis, P. Agouris, A. Stefanidis (2004). Similarity Learning in GIS: An Overview of Definitions, Prerequisites and Challenges. M. Vassilakopoulos, A. Papadopoulos and Y. Manolopoulos (eds.) Spatial Databases: Technologies, Techniques and Trends, Idea Group Co, pp. 294-321. More…

Journal Papers

• J. Wang⁺, G. Mountrakis (to appear). Developing a multi-network urbanization (MuNU) model: A case study of urban growth in Denver, Colorado. International Journal of Geographical Information Science.
• L. Luo⁺, G. Mountrakis (2010). Integrating intermediate inputs from partially classified images within a hybrid classification framework: An impervious surface estimation example. Remote Sensing of Environment. [2,408KB pdf]
• G. Mountrakis, K. Gunson⁺ (2009). Multi-scale spatiotemporal analyses of moose-vehicle collisions: A case study in northern Vermont. International Journal of Geographical Information Science, 23(11):1389-1412. [911KB pdf]
• G. Mountrakis, R. Watts, L. Luo⁺, J. Wang⁺ (2009). Developing Collaborative Classifiers using an Expert-based Model. Photogrammetric Engineering and Remote Sensing, 75(7):831-844. [944KB pdf]
• G. Mountrakis, A. Stefanidis (2008). Foreword for Special Issue: Artificial Intelligence in Remote Sensing, Photogrammetric Engineering and Remote Sensing, 74(10):1199. [link]
• G. Mountrakis (2008). Next generation classifiers: Focusing on integration frameworks. Highlight article for Photogrammetric Engineering and Remote Sensing, 74(10):1178-1180. [694KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis (2005). Adaptable User Profiles for Intelligent Geospatial Queries. Transactions in GIS, Vol. 9, No. 4, pp. 561-583. [597KB pdf]
• G. Mountrakis, P. Agouris, I. Schlaisich, A. Stefanidis (2004). Supporting Quality-Based Image Retrieval Through User Preference Learning. Photogrammetric Engineering and Remote Sensing, Vol. 70, No. 8, pp. 973-981. [2,092KB pdf]
• P. Agouris, K. Beard, G. Mountrakis, A. Stefanidis (2000). Capturing and Modeling Geographic Object Change: A Spatio-Temporal Gazetteer Framework. Photogrammetric Engineering and Remote Sensing, Vol. 66, No. 10, pp. 1224-1250. [203KB pdf]

Fully Refereed Conference Papers

• A. Stefanidis, C. Georgiadis, P. Agouris, G. Mountrakis (2005). Suitability Assessment of Ground Level Imagery for Geospatial VR Modeling. International Archives of Photogrammetry and Remote Sensing – 3D Virtual Reconstruction and Visualization Conference, Venice, Italy. [261KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis (2003). Multitemporal Geospatial Query Grouping using Correlation Signatures. IEEE International Conference on Image Processing (ICIP) 2003, Vol. 3, pp. 545′548, Barcelona, Spain. [366KB pdf]
• G. Mountrakis, P. Agouris (2003). Learning Similarity with Fuzzy Functions of Adaptable Complexity. 8th International Symposium on Spatial and Temporal Databases (2003), Lecture Notes in Computer Science, Vol. 2750, pp. 412-429, Santorini, Greece. [599KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis (2002). A Differential Spatiotemporal Model: Primitives and Operators. Advances in Spatial Data Handling, pp. 255-268, Ottawa, Canada. [81KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis (2000). Navigating Through Hierarchical Change Propagation in Spatiotemporal Queries. Time 2000 Workshop, IEEE Press, pp. 123-131, Cape Breton, NS, Canada. [254KB pdf]

Refereed Conference Papers

• G. Mountrakis, G. Avruskin, K. Beard (2005). Modeling Rurality using Spatial Indicators. Geocomputation 2005, Ann Arbor, MI, USA.
• P. Agouris, G. Mountrakis, A.Stefanidis (2001). Establishing correlations in multi-dimensional GIS databases.ISPRS Commission IV Joint Workshop on Challenges in Geospatial Analysis, Integration and Visualization, October 29-31, 2001, Athens, GA, USA. [218KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis (2000). Modeling and Detecting Change in an Integrated Spatio-Temporal Environment. International Archives of Photogrammetry and Remote Sensing, Vol. 33, Part B4, pp. 694-701, Amsterdam, The Netherlands. [254KB pdf]
• G. Mountrakis, P. Agouris, A. Stefanidis, K. Beard (2000). Automated spatio-temporal change detection in digital aerial imagery. Aerosense 2000, SPIE Proceedings Vol. 4054, pp. 2-12, Orlando, FL. [310KB pdf]
• G. Karras, G. Mountrakis, P. Patias, E. Petsa (1998). Modeling Distortion of super-wide-angle lenses for Architectural and Archaeological applications. International Archives of Photogrammetry & Remote Sensing, 32(5), pp. 570-573, Hakodate, Japan. [216KB pdf]

Theses

• G. Mountrakis (2004). Context-Specific Preference Learning of One-Dimensional Quantitative Geospatial Attributes using a Neuro-Fuzzy Approach. Dissertation, Spatial Information Engineering, University of Maine, USA.
• G. Mountrakis (2000). Image-Based Change Detection Using an Integrated Spatiotemporal Gazetteer. Master Thesis, Spatial Information Engineering, University of Maine, USA.
• G. Mountrakis (1998). Determination and Correction of Radial Distortion in super-wide angle lenses of non-metric cameras. Diploma in Engineering Thesis, Spatial Information Engineering Department, National Technical University of Athens, Greece. [13622KB pdf in Greek]

⁺ identifies graduate advisee.