Keyword

spatial data mining

Description: Methods for discovering patterns, relationships, and useful knowledge from spatial data in databases, statistics, and geographic information science.

Primary topic: Data Mining Algorithms and Applications (25%)

OpenAlex ID: keywords/spatial-data-mining

Efficient and Effective Clustering Methods for Spatial Data Mining

1994 · Raymond T. Ng, Jiawei Han · 1,792

Change detection from remotely sensed images: From pixel-based to object-based approaches

2013 · Masroor Hussain, Dongmei Chen, et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 1,510

Foundations of Multidimensional and Metric Data Structures

2006 · Hanan Samet, Jim Gray · 1,362

STING: A Statistical Information Grid Approach to Spatial Data Mining

1997 · Wei Wang, Jiong Yang, et al. · 1,262

CLARANS: a method for clustering objects for spatial data mining

2002 · R.T. Ng, Jiawei Han · IEEE Transactions on Knowledge and Data Engineering · 1,204

Proceedings of the Second International Conference on Knowledge Discovery and Data Mining

1996 · Evangelos Simoudis, Jiawei Han, et al. · 1,107

Density‐based clustering

2011 · Hans‐Peter Kriegel, Peer Kröger, et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 898

Discovering colocation patterns from spatial data sets: a general approach

2004 · Y. Huang, S. Shekhar, et al. · IEEE Transactions on Knowledge and Data Engineering · 568

Spatial Databases: A Tour

2003 · Shashi Shekhar, Sanjay Chawla · 545

Discovery of spatial association rules in geographic information databases

1995 · Krzysztof Koperski, Jiawei Han · Lecture notes in computer science · 478

Data Mining: The Textbook

2015 · Charų C. Aggarwal · 473

Localized fault-tolerant event boundary detection in sensor networks

2005 · Min Ding, Dechang Chen, et al. · 396

Spatial clustering methods in data mining : A survey

2001 · Ji Han · Medical Entomology and Zoology · 385

Geographic Data Mining and Knowledge Discovery

2009 · Harvey J. Miller, Jiawei Han · CRC Press eBooks · 353

A Joinless Approach for Mining Spatial Colocation Patterns

2006 · Jin Soung Yoo, S. Shekhar · IEEE Transactions on Knowledge and Data Engineering · 316

Multi-scale digital terrain analysis and feature selection for digital soil mapping

2009 · Thorsten Behrens, A-Xing Zhu, et al. · Geoderma · 306

Spatial data mining and geographic knowledge discovery—An introduction

2009 · Jeremy Mennis, Diansheng Guo · Computers Environment and Urban Systems · 292

Knowledge Discovery in Databases: PKDD 2005

2005 · Brazdil, Pavel, Torgo, LuÃs, et al. · Lecture notes in computer science · 282

Modelling topological spatial relations: Strategies for query processing

1994 · Eliseo Clementini, Jayant Sharma, et al. · Computers & Graphics · 257

Spatial data mining: A database approach

1997 · Martin Ester, Hans-Peter Kriegel, et al. · Lecture notes in computer science · 246

Localized Outlying and Boundary Data Detection in Sensor Networks

2007 · Weili Wu, Xiuzhen Cheng, et al. · IEEE Transactions on Knowledge and Data Engineering · 245

A bibliography of temporal, spatial and spatio-temporal data mining research

1999 · John F. Roddick, Myra Spiliopoulou · ACM SIGKDD Explorations Newsletter · 216

Spatial Data Mining: Database Primitives, Algorithms and Efficient DBMS Support

2000 · Martin Ester, Alexander Frommelt, et al. · Data Mining and Knowledge Discovery · 209

Data Mining: Next Generation Challenges and Future Directions

2004 · Hillol Kargupta, Anupam Joshi, et al. · AAAI Press eBooks · 203

A Unified Approach to Detecting Spatial Outliers

2003 · Shashi Shekhar, Chang-Tien Lu, et al. · GeoInformatica · 199

Works count: 3,506

Citation count: 35,230