(Enter summary)
Abstract: Spatial data mining is a process to discover interesting, potentially useful and high utility patterns embedded in spatial databases. Efficient tools for extracting information from spatial data sets can be of importance to organizations which own, generate and manage large spatial data sets. The current approach towards solving spatial data mining problems is to use classical data mining tools after "materializing" spatial relationships. However, the key property of spatial data is that of... (Update)
Context of citations to this paper: More
...auto correlation. Spatial auto correlation is the property that spatially referenced objects influence other objects in the neighborhood [7]. This property is often referred to as the first law of geography: everything is related to everything else but nearby things are more...
...financial support of the Swiss OFES. have been used in a wide range of applications: character recognition ( 14] geospatial data mining ([4]) affine invariant texture classification ( 6] time series classification ( 10] and face detection and recognition ( 15] 9] 7]...
Cited by: More
Data Mining for Selective Visualization of Large Spatial.. - Shekhar, Lu, Zhang, Liu (2002)
(Correct)
Pattern Recognition Using Higher-Order Local Autocorrelation .. - Popovici, Thiran (2002)
(Correct)
Data Mining and Visualization of Twin-Cities Traffic Data - Shekhar, Lu, Chawla, Zhang (2000)
(Correct)
Similar documents (at the sentence level): More
46.7%: Predicting Locations Using Map Similarity (PLUMS): A.. - Chawla, Shekhar, Wu.. (2000)
(Correct)
38.8%: Modeling Spatial Dependencies for Mining Geospatial Data - Chawla, Shekhar, Wu, Ozesmi
(Correct)
32.9%: Predicting Locations Using Map Similarity(PLUMS): A Framework .. - Chawla, Shekhar (2000)
(Correct)
Active bibliography (related documents): More All
0.9: Spatial Data Mining - Shekhar, Zhang, Huang, Vatsavai (2003)
(Correct)
0.8: Discovering Spatial Co-location Patterns: A Summary of Results - Shekhar, Huang (2001)
(Correct)
0.5: Discovering Co-location Patterns from Spatial Datasets: A.. - Huang, Shekhar, Xiong
(Correct)
Related documents from co-citation: More All
6: An overview of data warehousing and OLAP technology (context) - Chaudhuri, Dayal - 1997
4: Spatial Databases: Accomplishments and Research Needs
- Shekhar, Ravada et al. - 1997
4: London Pion Ltd (context) - Cliff, Ord - 1973
BibTeX entry: (Update)
S. Chawla, S. Shekhar, W-L Wu, and U. Ozesmi. Modeling spatial dependencies for mining geospatial data: An introduction. In Geographic data mining and Knowledge Discovery(GKD) (Ed. Harvey Miller and Jiawei Han), under contract with Taylor and Francis, URL: http://www.geog.utah.edu/ ~hmiller/gkd text. http://citeseer.ist.psu.edu/chawla01modeling.html More
@misc{ chawla-modeling,
author = "S. Chawla and S. Shekhar and W. Wu and U. Ozesmi",
title = "Modeling spatial dependencies for mining geospatial data: An introduction",
text = "Modeling spatial dependencies
for mining geospatial data: An introduction. In Geographic data mining and
Knowledge Discovery(GKD) (Ed. Harvey Miller and Jiawei Han), under contract
with Taylor and Francis, URL: http://www.geog.utah.edu/ ~hmiller/gkd text.",
url = "citeseer.ist.psu.edu/chawla01modeling.html" }
Citations (may not include all citations):
1291
The Nature of Statistical Learning Theory (context) - Vapnik - 1997 ACM
335
Statistics for Spatial Data (context) - Cressie - 1993
93
Learning From Data Concepts (context) - Cherkassky, Mulier - 1998
92
An Introduction to Spatial Database Systems (context) - Guting - 1994 ACM DBLP
84
Discovery of spatial association rules in geographic informa..
- Koperski, Han - 1995 ACM DBLP
67
GIS: A Computing Perspective (context) - Worboys - 1995
56
Signal Detection Theory and ROC analysis (context) - Egan - 1975
53
Statistical analysis of spatial point patterns (context) - Diggle - 1993
43
Spatial databases: Accomplishments and Research Needs
- Shekhar, Chawla et al. - 1999
34
Finding Aggregate Proximity Relationships and Commonalities .. (context) - Knorr, Ng - 1996 ACM DBLP
33
Spatial Econometrics: methods and models (context) - Anselin - 1988
31
Spatial data mining: Progress and challenges (context) - Koperski, Adhikary et al. - 1996 DBLP
17
Spatial Data Analysis in the Social and Environmental Scienc.. (context) - Haining - 1989
17
Remote Sensing:Models and Methods for Image Processing (context) - Schowengerdt - 1997
16
A generalized Estimating Equations Approach for Spatially Co.. (context) - Albert, McShane - 1995
14
and economic theory (context) - Krugman - 1995
13
Tutorial on database mining (context) - Agrawal - 1994
12
Turning a map into a cake layer of information (context) - Greenman - 2000
12
Geographical information science: Critical issues in an emer.. (context) - Mark - 1999
11
An intelligent vehicle highway information management system (context) - Shekhar, Yang et al. - 1993
10
A Regression Method for Spatial Disease Rates: An Estimating.. (context) - Yasui, Lele - 1997
9
Knowledge discovery in spatial databases
- Ester, Kriegel et al. - 1999 ACM DBLP
9
A First Course in Multivariate Statistics (context) - Flury - 1997
8
A spatial habitat model for the Marsh-breeding red-winged bl.. (context) - Ozesmi, Mitsch - 1997
8
Generalization by neural networks
- Shekhar, Amin - 1992 ACM DBLP
8
An Artificial neural network approach to spatial habitat mod.. (context) - Ozesmi, Ozesmi - 1999
8
Cellular Geography (context) - Tobler - 1979
8
Bayesian estimation of spatial autoregressive models (context) - LeSage - 1997
6
Applied Geostatistics (context) - Edward - 1989
6
A Geostatistical model for Forecasting the Spatial Dynamics .. (context) - Hohn, Liebhold - 1993
5
Markov chain monte carlo for autologistic regression models ..
- Huffer, Wu - 1998
4
Publisher: Mid-Continent Regional Science Association and UN.. (context) - LeSage - 1997
4
Statistical and mathematical sources of regional science the.. (context) - Griffith - 1999
4
Knowledge discovery in databases: An overview (context) - Fayyad - 1997 DBLP
3
Sparse spatial autoregressions (context) - Pace, Barry - 1997
2
Potential contributions of spatial analysis to geographic in.. (context) - Miller
2
A bibliography of temporal (context) - Roddick, Spiliopoulou - 1999
1
Spatial Databases: Issues (context) - Shekhar, Chawla - 2000
1
The Geographer at Work (context) - Could - 1985
Documents on the same site (http://www.cs.umn.edu/research/shashi-group/GKD-DM/):
Modeling Spatial Dependencies for Mining Geospatial Data: An.. - Chawla, al. (2000)
(Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC