Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Query flocks: a generalization of association-rule mining
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Algorithms for association rule mining — a general survey and comparison
ACM SIGKDD Explorations Newsletter
An introduction to spatial database systems
The VLDB Journal — The International Journal on Very Large Data Bases - Spatial Database Systems
Using a Hash-Based Method with Transaction Trimming for Mining Association Rules
IEEE Transactions on Knowledge and Data Engineering
Spatial Databases-Accomplishments and Research Needs
IEEE Transactions on Knowledge and Data Engineering
Scalable Sweeping-Based Spatial Join
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Learning from User Behavior in Image Retrieval: Application of Market Basket Analysis
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Fast mining of spatial collocations
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A generalized framework for mining spatio-temporal patterns in scientific data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Close pair queries in moving object databases
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Extracting spatial association rules from spatial transactions
Proceedings of the 13th annual ACM international workshop on Geographic information systems
A framework for mining topological patterns in spatio-temporal databases
Proceedings of the 14th ACM international conference on Information and knowledge management
Social Network Discovery by Mining Spatio-Temporal Events
Computational & Mathematical Organization Theory
Efficient mining of group patterns from user movement data
Data & Knowledge Engineering
Mining spatial association rules in image databases
Information Sciences: an International Journal
An Algorithm of Constrained Spatial Association Rules Based on Binary
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
URBAN CRIME ANALYSIS THROUGH AREAL CATEGORIZED MULTIVARIATE ASSOCIATIONS MINING
Applied Artificial Intelligence
Fast spatial co-location mining without cliqueness checking
Proceedings of the 17th ACM conference on Information and knowledge management
Finding regional co-location patterns for sets of continuous variables in spatial datasets
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Composite Spatio-Temporal Co-occurrence Pattern Mining
WASA '08 Proceedings of the Third International Conference on Wireless Algorithms, Systems, and Applications
International Journal of Business Intelligence and Data Mining
Optimal candidate generation in spatial co-location mining
Proceedings of the 2009 ACM symposium on Applied Computing
Criminal Cross Correlation Mining and Visualization
PAISI '09 Proceedings of the Pacific Asia Workshop on Intelligence and Security Informatics
Journal of Intelligent Information Systems
An order-clique-based approach for mining maximal co-locations
Information Sciences: an International Journal
Mining spatial object associations for scientific data
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Temporal-spatial association analysis of ocean salinity and temperature variations
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Context-aware taxi demand hotspots prediction
International Journal of Business Intelligence and Data Mining
Mining top-k and Bottom-k correlative crime patternsthrough graph representations
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Extracting spatial semantics in association rules for ocean image retrieval
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Constrained colocation mining: application to soil erosion characterization
Proceedings of the 2010 ACM Symposium on Applied Computing
Traffic density-based discovery of hot routes in road networks
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Towards region discovery in spatial datasets
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Algorithms for discovery of spatial co-orientation patterns from images
Expert Systems with Applications: An International Journal
Effective spatio-temporal analysis of remote sensing data
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Interval-orientation patterns in spatio-temporal databases
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Efficiently mining co-location rules on interval data
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
SSCP: mining statistically significant co-location patterns
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
A clustering-based visualization of colocation patterns
Proceedings of the 15th Symposium on International Database Engineering & Applications
Discovery of interesting regions in spatial data sets using supervised clustering
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Efficient mining of correlation patterns in spatial point data
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Research of local co-location pattern in spatial event sequences
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Exploration and comparison of geographic information sources using distance statistics
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Motion-Alert: automatic anomaly detection in massive moving objects
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Mining generalized spatio-temporal patterns
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Deductive and inductive reasoning on spatio-temporal data
INAP'04/WLP'04 Proceedings of the 15th international conference on Applications of Declarative Programming and Knowledge Management, and 18th international conference on Workshop on Logic Programming
SIMP: accurate and efficient near neighbor search in high dimensional spaces
Proceedings of the 15th International Conference on Extending Database Technology
The pattern next door: towards spatio-sequential pattern discovery
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Collocation pattern mining in a limited memory environment using materialized iCPI-tree
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
A multiple window-based co-location pattern mining approach for various types of spatial data
International Journal of Computer Applications in Technology
Regional co-locations of arbitrary shapes
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
Mining co-locations under uncertainty
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
Cross-Correlation Measure for Mining Spatio-Temporal Patterns
Journal of Database Management
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Given a collection of boolean spatial features, the co-location pattern discovery process finds the subsets of features frequently located together. For example, the analysis of an ecology dataset may reveal the frequent co-location of a fire ignition source feature with a needle vegetation type feature and a drought feature. The spatial co-location rule problem is different from the association rule problem. Even though boolean spatial feature types (also called spatial events) may correspond to items in association rules over market-basket datasets, there is no natural notion of transactions. This creates difficulty in using traditional measures (e.g. support, confidence) and applying association rule mining algorithms which use support based pruning. We propose a notion of user-specified neighborhoods in place of transactions to specify groups of items. New interest measures for spatial co-location patterns are proposed which are robust in the face of potentially infinite overlapping neighborhoods. We also propose an algorithm to mine frequent spatial co-location patterns and analyze its correctness, and completeness. We plan to carry out experimental evaluations and performance tuning in the near future.