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Spatial Data Mining Chapter 3 Spatial Data Mining Shashi Shekhar, Pusheng Zhang, Yan Huang,...



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Abstract: Spatial data mining is the process of discovering interesting and previously unknown, but potentially useful patterns from large spatial datasets. Extracting interesting and useful patterns from spatial datasets is more di#cult than extracting the corresponding patterns from traditional numeric and categorical data due to the complexity of spatial data types, spatial relationships, and spatial autocorrelation. This chapter will discuss some of the accomplishments and research needs of spatial... (Update)

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@misc{ mining-unknown,
  author = "Spatial Data Mining",
  title = "Unknown",
  url = "citeseer.ist.psu.edu/627611.html" }
Citations (may not include all citations):
910   Fast algorithms for Mining Association Rules - Agrawal, Srikant - 1994
526   Spatial Interaction and Statistical Analysis of Latice Syste.. (context) - Besag - 1974
335   Statistics for Spatial Data (context) - Cressie - 1993
133   Outliers in Statistical Data (context) - Barnett, Lewis - 1994
84   Discovery of Spatial Association Rules in Geographic Informa.. - Koperski, Han - 1995
33   Spatial Econometrics: methods and models (context) - Anselin - 1988
20   A Markov Random Field Model for Classification of Multisourc.. (context) - Solberg, Taxt et al. - 1996
18   Fast Spatio-Temporal Data Mining of Large Geophysical Datase.. - Stolorz, Nakamura et al. - 1995
15   Spatial Clustering Methods in Data Mining: A Survey (context) - Han, Kamber et al. - 2001
13   Co-location Rules Mining: A Summary of Results (context) - Shekhar, Huang - 2001
9   Identification of Outliers (context) - Hawkins - 1980
8   Mining Frequent Neighboring Class Sets in Spatial Databases (context) - Morimoto - 2001
8   Bayesian Contextual Classification Based on Modified M-Estim.. (context) - Jhung, Swain - 1996
6   A Markov Random Field Modeling (context) - Li - 1995
4   A Tour of Spatial Databases (context) - Shekhar, Chawla - 2002
4   Spatial Contextual Classification and Prediction Models for .. - Shekhar, Schrater et al. - 2002
2   Exploratory Spatial Data Analysis and Geographic Information.. (context) - Luc - 1994
2   Local Indicators of Spatial Association: LISA (context) - Luc - 1995
1   Graphbased Outlier Detection : Algorithms and Applications (context) - Shekhar, Lu et al. - 2001

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