Exploratory geospatial data analysis using the GeoSOM suite
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[1] Mark Gahegan,et al. GeoVISTA studio: a codeless visual programming environment for geoscientific data analysis and visualization , 2002 .
[2] Alfred Ultsch,et al. Urban Data Mining Using Emergent SOM , 2007, GfKl.
[3] Anil K. Jain,et al. Data clustering: a review , 1999, CSUR.
[4] Mark Gahegan,et al. ICEAGE: Interactive Clustering and Exploration of Large and High-Dimensional Geodata , 2003, GeoInformatica.
[5] David Martin,et al. Zone design for environment and health studies using pre-aggregated data. , 2005, Social science & medicine.
[6] Jiawei Han,et al. CLARANS: A Method for Clustering Objects for Spatial Data Mining , 2002, IEEE Trans. Knowl. Data Eng..
[7] Fahui Wang,et al. A Scale-Space Clustering Method: Mitigating the Effect of Scale in the Analysis of Zone-Based Data , 2008 .
[8] A. Skupin,et al. Self-organising maps : applications in geographic information science , 2008 .
[9] Anthony K. H. Tung,et al. Spatial clustering methods in data mining : A survey , 2001 .
[10] Fernando Bação,et al. The self-organizing map, the Geo-SOM, and relevant variants for geosciences , 2005, Comput. Geosci..
[11] David O'Sullivan,et al. Geographic Information Analysis , 2002 .
[12] Aidong Zhang,et al. WaveCluster: A Multi-Resolution Clustering Approach for Very Large Spatial Databases , 1998, VLDB.
[13] Fernando Bação,et al. Applications of Different Self‐Organizing Map Variants to Geographical Information Science Problems , 2008 .
[14] M. V. Velzen,et al. Self-organizing maps , 2007 .
[15] Sudha Ram,et al. Proceedings of the 1997 ACM SIGMOD international conference on Management of data , 1997, ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems.
[16] Alan M. MacEachren,et al. Constructing knowledge from multivariate spatiotemporal data: integrating geographical visualization with knowledge discovery in database methods , 1999, Int. J. Geogr. Inf. Sci..
[17] Paul M. Mather,et al. An evaluation of Landsat TM spectral data and SAR-derived textural information for lithological discrimination in the Red Sea Hills, Sudan , 1998 .
[18] Esa Alhoniemi,et al. Self-organizing map in Matlab: the SOM Toolbox , 1999 .
[19] L. Anselin. Local Indicators of Spatial Association—LISA , 2010 .
[20] Peter H. A. Sneath,et al. Numerical Taxonomy: The Principles and Practice of Numerical Classification , 1973 .
[21] Teuvo Kohonen,et al. Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.
[22] Alfred Inselberg,et al. The plane with parallel coordinates , 1985, The Visual Computer.
[23] Hans-Peter Kriegel,et al. Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications , 1998, Data Mining and Knowledge Discovery.
[24] Menno-Jan Kraak,et al. Geovisualization to support the exploration of large health and demographic survey data , 2004, International journal of health geographics.
[25] Fernando Bação,et al. Applying genetic algorithms to zone design , 2005, Soft Comput..
[26] Thomas Villmann,et al. Explicit Magnification Control of Self-Organizing Maps for “Forbidden” Data , 2007, IEEE Transactions on Neural Networks.
[27] Jean-Claude Thill,et al. Visual Exploration of Spatial Interaction Data with Self‐Organizing Maps , 2008 .
[28] L. Amelin,et al. Local Indicators of Spatial Association-LISA , 1995 .
[29] Pragya Agarwal,et al. Self-Organising Maps , 2008 .
[30] Jiawei Han,et al. GeoMiner: a system prototype for spatial data mining , 1997, SIGMOD '97.
[31] Sudipto Guha,et al. CURE: an efficient clustering algorithm for large databases , 1998, SIGMOD '98.
[32] Petra Perner,et al. Data Mining - Concepts and Techniques , 2002, Künstliche Intell..
[33] Youngihn Kho,et al. GeoDa: An Introduction to Spatial Data Analysis , 2006 .
[34] Peter J. Rousseeuw,et al. Finding Groups in Data: An Introduction to Cluster Analysis , 1990 .
[35] Monika Sester,et al. Optimization approaches for generalization and data abstraction , 2005, Int. J. Geogr. Inf. Sci..
[36] S. Mastrorillo,et al. Using self-organizing maps to investigate spatial patterns of non-native species , 2005 .
[37] Jennifer Widom,et al. Proceedings of the 24rd International Conference on Very Large Data Bases , 1998, VLDB 1998.
[38] Mohamad M. Awad,et al. Multicomponent Image Segmentation Using a Genetic Algorithm and Artificial Neural Network , 2007, IEEE Geoscience and Remote Sensing Letters.
[39] Fernando Bação,et al. Geo-Self-OrganizingMap (Geo-SOM) for Building and Exploring Homogeneous Regions , 2004, GIScience.
[40] Sam Yuan Sung,et al. Clustering spatial data with a hybrid EM approach , 2005, Pattern Analysis and Applications.
[41] W. Tobler. On the First Law of Geography: A Reply , 2004 .
[42] Jiawei Han,et al. Data-Driven Discovery of Quantitative Rules in Relational Databases , 1993, IEEE Trans. Knowl. Data Eng..
[43] D. Sui. Tobler's First Law of Geography: A Big Idea for a Small World? , 2004 .
[44] Donald Fraser,et al. M2dSOMAP: clustering and classification of remotely sensed imagery by combining multiple Kohonen self-organizing maps and associative memory , 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).
[45] W. Tobler. A Computer Movie Simulating Urban Growth in the Detroit Region , 1970 .
[46] Stan Openshaw,et al. A geographical solution to scale and aggregation problems in region-building, partitioning and spatial modelling , 1977 .
[47] P. Goovaerts,et al. Delineation of estuarine management units: Evaluation of an automatic procedure , 2005 .
[48] Stan Openshaw,et al. Modifiable Areal Unit Problem , 2008, Encyclopedia of GIS.
[49] Fernando Bação,et al. Self-organizing Maps as Substitutes for K-Means Clustering , 2005, International Conference on Computational Science.
[50] Bernard Moulin,et al. Amalgamation in cartographic generalization using Kohonen's feature nets , 2005, Int. J. Geogr. Inf. Sci..
[51] Mark Gahegan,et al. Spatial ordering and encoding for geographic data mining and visualization , 2006, Journal of Intelligent Information Systems.
[52] T. Kohonen. Self-Organized Formation of Correct Feature Maps , 1982 .
[53] Peter van Oosterom,et al. Computers, Environment and Urban Systems , 2009 .
[54] Jiawei Han,et al. Geographic Data Mining and Knowledge Discovery , 2001 .
[55] Jean-Claude Thill,et al. Social area analysis, data mining, and GIS , 2008, Comput. Environ. Urban Syst..
[56] R. Fisher. THE USE OF MULTIPLE MEASUREMENTS IN TAXONOMIC PROBLEMS , 1936 .
[57] William A. Kretzschmar,et al. Detecting Geographic Associations in English Dialect Features in North America within a Visual Data Mining Environment Integrating Self‐Organizing Maps , 2008 .
[58] Dale F. Heermann,et al. Evaluating Soil Color with Farmer Input and Apparent Soil Electrical Conductivity for Management Zone Delineation , 2004 .