The R*-tree: an efficient and robust access method for points and rectangles
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
Maintaining views incrementally
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Efficient processing of spatial joins using R-trees
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Spatial joins using seeded trees
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Implementing data cubes efficiently
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Maintenance of data cubes and summary tables in a warehouse
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Integration of spatial join algorithms for processing multiple inputs
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Progressive approximate aggregate queries with a multi-resolution tree structure
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Discrete Mathematical Structures with Applications to Computer Science
Discrete Mathematical Structures with Applications to Computer Science
Object-Based Selective Materialization for Efficient Implementation of Spatial Data Cubes
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the Seventh International Conference on Data Engineering
Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross-Tab, and Sub-Total
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Selection of Views to Materialize in a Data Warehouse
ICDT '97 Proceedings of the 6th International Conference on Database Theory
Incremental Computation and Maintenance of Temporal Aggregates
Proceedings of the 17th International Conference on Data Engineering
Materialized Views Selection in a Multidimensional Database
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Materialized View Selection for Multidimensional Datasets
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Selective Materialization: An Efficient Method for Spatial Data Cube Construction
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
On the Generation of Spatiotemporal Datasets
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Efficient Polygon Amalgamation Methods for Spatial OLAP and Spatial Data Mining
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
A Performance Evaluation of Spatial Join Processing Strategies
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
The R-tree: An Improved R*-tree with Materialized Data for Supporting Range Queries on OLAP-Data
DEXA '98 Proceedings of the 9th International Workshop on Database and Expert Systems Applications
Improving min/max aggregation over spatial objects
Proceedings of the 9th ACM international symposium on Advances in geographic information systems
Efficient aggregation over objects with extent
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Aggregate Processing of Planar Points
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
Journal of Computer Science and Technology
Approximate Temporal Aggregation
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Spatio-Temporal Aggregation Using Sketches
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
DSD: maintain data cubes more efficiently
Fundamenta Informaticae - Special issue on the 9th international conference on rough sets, fuzzy sets, data mining and granular computing (RSFDGrC 2003)
Representing spatiality in a conceptual multidimensional model
Proceedings of the 12th annual ACM international workshop on Geographic information systems
Spatio-temporal aggregates over raster image data
Proceedings of the 12th annual ACM international workshop on Geographic information systems
Range Aggregate Processing in Spatial Databases
IEEE Transactions on Knowledge and Data Engineering
Spatiotemporal Aggregate Computation: A Survey
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
Historical spatio-temporal aggregation
ACM Transactions on Information Systems (TOIS)
Optimizing spatial Min/Max aggregations
The VLDB Journal — The International Journal on Very Large Data Bases
Progressive skyline computation in database systems
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
On computing top-t most influential spatial sites
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Improving the R*-tree with outlier handling techniques
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Indexing of spatio-temporal telemetric data based on distributed mobile bucket index
PDCN'06 Proceedings of the 24th IASTED international conference on Parallel and distributed computing and networks
Spatio-temporal data warehouses using an adaptive cell-based approach
Data & Knowledge Engineering
Indexing range sum queries in spatio-temporal databases
Information and Software Technology
Histogram-by: A grouping operator for continuous domains
Data & Knowledge Engineering
PRIVE: anonymous location-based queries in distributed mobile systems
Proceedings of the 16th international conference on World Wide Web
Piet: a GIS-OLAP implementation
Proceedings of the ACM tenth international workshop on Data warehousing and OLAP
Efficient processing of top-k dominating queries on multi-dimensional data
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Verifying Completeness of Relational Query Answers from Online Servers
ACM Transactions on Information and System Security (TISSEC)
Efficient temporal counting with bounded error
The VLDB Journal — The International Journal on Very Large Data Bases
Processing Aggregate Queries on Spatial OLAP Data
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
On domination game analysis for microeconomic data mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
Indexing of Spatio-Temporal Telemetric Data Based on Adaptive Multi-Dimensional Bucket Index
Fundamenta Informaticae
Sequenced spatio-temporal aggregation in road networks
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Reverse k-nearest neighbor search in dynamic and general metric databases
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
A spatial bitmap-based index for geographical data warehouses
Proceedings of the 2009 ACM symposium on Applied Computing
Probabilistic Threshold Range Aggregate Query Processing over Uncertain Data
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Spatial aggregation: Data model and implementation
Information Systems
Multi-dimensional top-k dominating queries
The VLDB Journal — The International Journal on Very Large Data Bases
Reverse k-Nearest Neighbor Search Based on Aggregate Point Access Methods
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Identifying the Most Endangered Objects from Spatial Datasets
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Proceedings of the 2005 conference on Software Engineering: Evolution and Emerging Technologies
Incremental Reverse Nearest Neighbor Ranking in Vector Spaces
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Materialized aR-Tree in Distributed Spatial Data Warehouse
Intelligent Data Analysis - Analysis of Symbolic and Spatial Data
Building real-world trajectory warehouses
Proceedings of the Seventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Threshold-based probabilistic top-k dominating queries
The VLDB Journal — The International Journal on Very Large Data Bases
On processing location based top-k queries in the wireless broadcasting system
Proceedings of the 2010 ACM Symposium on Applied Computing
Efficient k-nearest neighbor search on moving object trajectories
The VLDB Journal — The International Journal on Very Large Data Bases
Identifying the most influential user preference from an assorted collection
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Ad-hoc distributed spatial joins on mobile devices
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Efficient processing of top-k spatial preference queries
Proceedings of the VLDB Endowment
Privacy-aware collection of aggregate spatial data
Data & Knowledge Engineering
New results on two-dimensional orthogonal range aggregation in external memory
Proceedings of the thirtieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Efficient evaluation of location-dependent skyline queries using non-dominance scopes
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
Efficient processing of drill-across queries over geographic data warehouses
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Efficient processing of top-k spatial keyword queries
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Sequenced spatiotemporal aggregation for coarse query granularities
The VLDB Journal — The International Journal on Very Large Data Bases
Top-k most influential locations selection
Proceedings of the 20th ACM international conference on Information and knowledge management
Aggregation and analysis of spatial data by means of materialized aggregation tree
ADVIS'04 Proceedings of the Third international conference on Advances in Information Systems
Summarizing spatial relations – a hybrid histogram
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Providing geographic-multidimensional decision support over the web
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Processing generalized k-nearest neighbor queries on a wireless broadcast stream
Information Sciences: an International Journal
Efficient quantile retrieval on multi-dimensional data
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Answering range-aggregate queries over objects generating data streams
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
On efficient storing and processing of long aggregate lists
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Evaluation of top-k OLAP queries using aggregate r–trees
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Towards automatic Eps calculation in density-based clustering
ADBIS'06 Proceedings of the 10th East European conference on Advances in Databases and Information Systems
Spatio-temporal aggregates over streaming geospatial image data
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
AEC algorithm: a heuristic approach to calculating density-based clustering Eps parameter
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Multiversion spatio-temporal telemetric data warehouse
ADBIS'09 Proceedings of the 13th East European conference on Advances in Databases and Information Systems
Rectangle-efficient aggregation in spatial data streams
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
Top-k spatial keyword queries on road networks
Proceedings of the 15th International Conference on Extending Database Technology
Top-k similarity join over multi-valued objects
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Implementation of the aggregated r-tree over flash memory
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
ASTERIX: scalable warehouse-style web data integration
Proceedings of the Ninth International Workshop on Information Integration on the Web
A scalable algorithm for maximizing range sum in spatial databases
Proceedings of the VLDB Endowment
Indexing of Spatio-Temporal Telemetric Data Based on Adaptive Multi-Dimensional Bucket Index
Fundamenta Informaticae
DSD: Maintain Data Cubes More Efficiently
Fundamenta Informaticae - The 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Conputing (RSFDGrC 2003)
High-performance online spatial and temporal aggregations on multi-core CPUs and many-core GPUs
Proceedings of the fifteenth international workshop on Data warehousing and OLAP
Materialized views for count aggregates of spatial data
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Spatio-textual similarity joins
Proceedings of the VLDB Endowment
International Journal of Intelligent Information and Database Systems
On contextual ranking queries in databases
Information Systems
Scalable top-k spatial keyword search
Proceedings of the 16th International Conference on Extending Database Technology
Branch-and-bound algorithm for reverse top-k queries
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Spatial inverse query processing
Geoinformatica
Efficient top-k spatial distance joins
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
Reverse-k-Nearest-Neighbor join processing
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
User-Contributed relevance and nearest neighbor queries
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
A ranking measure for top-k moving object trajectories search
Proceedings of the 7th Workshop on Geographic Information Retrieval
Algorithms for fundamental spatial aggregate operations over regions
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
Approximate MaxRS in spatial databases
Proceedings of the VLDB Endowment
Probabilistic top-K dominating services composition with uncertain QoS
Service Oriented Computing and Applications
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Spatial databases store information about the position of individual objects in space. In many applications however, such as traffic supervision or mobile communications, only summarized data, like the number of cars in an area or phones serviced by a cell, is required. Although this information can be obtained from transactional spatial databases, its computation is expensive, rendering online processing inapplicable. Driven by the non-spatial paradigm, spatial data warehouses can be constructed to accelerate spatial OLAP operations. In this paper we consider the star-schema and we focus on the spatial dimensions. Unlike the non-spatial case, the groupings and the hierarchies can be numerous and unknown at design time, therefore the well-known materialization techniques are not directly applicable. In order to address this problem, we construct an ad-hoc grouping hierarchy based on the spatial index at the finest spatial granularity. We incorporate this hierarchy in the lattice model and present efficient methods to process arbitrary aggregations. We finally extend our technique to moving objects by employing incremental update methods.