Partition based spatial-merge join
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Mining frequent neighboring class sets in spatial databases
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
The Effect of Buffering on the Performance of R-Trees
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Sort-Merge-Join: An Idea Whose Time Has(h) Passed?
Proceedings of the Tenth International Conference on Data Engineering
Scalable Sweeping-Based Spatial Join
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Discovering Associations in Spatial Data - An Efficient Medoid Based Approach
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Graphs and Hypergraphs
Knowledge discovery from spatial transactions
Journal of Intelligent Information Systems
From frequent itemsets to semantically meaningful visual patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Evaluation of rule interestingness measures in medical knowledge discovery in databases
Artificial Intelligence in Medicine
Discovering geographical-specific interests from web click data
Proceedings of the first international workshop on Location and the web
Discovering co-located queries in geographic search logs
Proceedings of the first international workshop on Location and the web
Efficient mining of salinity and temperature association rules from ARGO data
Expert Systems with Applications: An International Journal
AOG-ags Algorithms and Applications
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
URBAN CRIME ANALYSIS THROUGH AREAL CATEGORIZED MULTIVARIATE ASSOCIATIONS MINING
Applied Artificial Intelligence
Density based co-location pattern discovery
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
A game based approach to assign geographical relevance to web images
Proceedings of the 18th international conference on World wide web
Effective spatial clustering methods for optimal facility establishment
Intelligent Data Analysis
Spatial outlier detection in heterogeneous neighborhoods
Intelligent Data Analysis
Discovery of feature-based hot spots using supervised clustering
Computers & Geosciences
An order-clique-based approach for mining maximal co-locations
Information Sciences: an International Journal
Mining Spread Patterns of Spatio-temporal Co-occurrences over Zones
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Mining Spatial Co-location Patterns with Dynamic Neighborhood Constraint
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Mining correlation between locations using human location history
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Temporal-spatial association analysis of ocean salinity and temperature variations
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
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
Spatial neighborhood based anomaly detection in sensor datasets
Data Mining and Knowledge Discovery
A language and a visual interface to specify complex spatial patterns
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Constrained colocation mining: application to soil erosion characterization
Proceedings of the 2010 ACM Symposium on Applied Computing
Algorithms for discovery of spatial co-orientation patterns from images
Expert Systems with Applications: An International Journal
Discovering spatial interaction patterns
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Detecting nearly duplicated records in location datasets
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Co-location pattern mining for unevenly distributed data: algorithm, experiments and applications
International Journal of Computational Science and Engineering
Mining spatial association rules with multi-relational approach
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and 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
Mining maximal co-located event sets
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
SSCP: mining statistically significant co-location patterns
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Global and local spatial autocorrelation in predictive clustering trees
DS'11 Proceedings of the 14th international conference on Discovery science
A clustering-based visualization of colocation patterns
Proceedings of the 15th Symposium on International Database Engineering & Applications
AntTrend: stigmergetic discovery of spatial trends
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
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
A neighborhood graph based approach to regional co-location pattern discovery: a summary of results
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Exploration and comparison of geographic information sources using distance statistics
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Answering top-k similar region queries
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Context-Aware Semi-Local Feature Detector
ACM Transactions on Intelligent Systems and Technology (TIST)
Spatiotemporal neighborhood discovery for sensor data
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Mining co-distribution patterns for large crime datasets
Expert Systems with Applications: An International Journal
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
An integrated framework for spatio-temporal-textual search and mining
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
A multiple window-based co-location pattern mining approach for various types of spatial data
International Journal of Computer Applications in Technology
A filter-and-refine approach to mine spatiotemporal co-occurrences
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
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
Hybrid intelligent methods for arrhythmia detection and geriatric depression diagnosis
Applied Soft Computing
| Hi-index | 0.02 |
Given a collection of Boolean spatial features, the colocation pattern discovery process finds the subsets of features frequently located together. For example, the analysis of an ecology data set may reveal symbiotic species. The spatial colocation rule problem is different from the association rule problem since there is no natural notion of transactions in spatial data sets which are embedded in continuous geographic space. In this paper, we provide a transaction-free approach to mine colocation patterns by using the concept of proximity neighborhood. A new interest measure, a participation index, is also proposed for spatial colocation patterns. The participation index is used as the measure of prevalence of a colocation for two reasons. First, this measure is closely related to the {\rm{cross}}{\hbox{-}}K function, which is often used as a statistical measure of interaction among pairs of spatial features. Second, it also possesses an antimonotone property which can be exploited for computational efficiency. Furthermore, we design an algorithm to discover colocation patterns. This algorithm includes a novel multiresolution pruning technique. Finally, experimental results are provided to show the strength of the algorithm and design decisions related to performance tuning.