Giorgos Mountrakis@Publications
Feel free to download any papers. They are provided for educational/research purposes only, any commercial use is prohibited.
Patents
- G. Mountrakis. A novel multi-scale radial basis function neural network. Full patent application submitted in 2006 supported by the University of Maine, currently under review by USPTO.
Book Chapters
- R. Watts, G. Mountrakis (2008). Transportation Spatial Indicators: Relating the Transportation Network to the Land. Invited chapter to appear in the ASPRS Manual of GIS.
- G. Mountrakis (2008). Geographic Data Mining: An Introduction. Invited chapter to appear in the ASPRS Manual of GIS.
- 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. [Read book contents] [Buy book]
Journal Papers
- [September 2008: Pending or soon to be submitted manuscripts - a) Urban Sprawl Modeling, b) Expert-based remote sensing classifier, c) Spatiotemporal interactions between female and male deer]
- G. Mountrakis (to appear). Next generation classifiers: Focusing on integration frameworks. Highlight article for October, 2008 issue of Photogrammetric Engineering and Remote Sensing.
- G. Mountrakis, K. Gunson (to appear). Multi-scale spatiotemporal analyses of moose-vehicle collisions: A case study in northern Vermont. International Journal of Geographical Information Science.
- 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. [2092KB 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. E. 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]