Computational geometry: an introduction
Computational geometry: an introduction
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
The SEQUOIA 2000 storage benchmark
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
A simple randomized sieve algorithm for the closest-pair problem
Information and Computation
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Building a scaleable geo-spatial DBMS: technology, implementation, and evaluation
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A reliable randomized algorithm for the closest-pair problem
Journal of Algorithms
Incremental distance join algorithms for spatial databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Multidimensional access methods
ACM Computing Surveys (CSUR)
Processing and optimization of multiway spatial joins using R-trees
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Integration of spatial join algorithms for processing multiple inputs
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Advanced database indexing
Nearest Neighbor Queries in Shared-Nothing Environments
Geoinformatica
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
The Effect of Buffering on the Performance of R-Trees
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Cost Models for Join Queries in Spatial Databases
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Performance of Nearest Neighbor Queries in R-Trees
ICDT '97 Proceedings of the 6th International Conference on Database Theory
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Algorithms for Joining R-Trees and Linear Region Quadtrees
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
ACM Computing Surveys (CSUR)
Time-parameterized queries in spatio-temporal databases
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Tie-breaking strategies for fast distance join processing
Data & Knowledge Engineering
C2P: Clustering based on Closest Pairs
Proceedings of the 27th International Conference on Very Large Data Bases
The Impact of Buffering on Closest Pairs Queries Using R-Trees
ADBIS '01 Proceedings of the 5th East European Conference on Advances in Databases and Information Systems
Approximate Algorithms for Distance-Based Queries in High-Dimensional Data Spaces Using R-Trees
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
Approximate k -Closest-Pairs with Space Filling Curves
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
K-Nearest Neighbor Search for Moving Query Point
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
Evaluation of Buffer Queries in Spatial Databases
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
Spatial queries in dynamic environments
ACM Transactions on Database Systems (TODS)
Efficient processing of joins on set-valued attributes
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Adaptive and Incremental Processing for Distance Join Queries
IEEE Transactions on Knowledge and Data Engineering
Processing in-route nearest neighbor queries: a comparison of alternative approaches
GIS '03 Proceedings of the 11th ACM international symposium on Advances in geographic information systems
Analysis of predictive spatio-temporal queries
ACM Transactions on Database Systems (TODS)
Group Nearest Neighbor Queries
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Algorithms for processing K-closest-pair queries in spatial databases
Data & Knowledge Engineering
Multi-Way Distance Join Queries in Spatial Databases
Geoinformatica
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
In-Route Nearest Neighbor Queries
Geoinformatica
Neighbor-finding based on space-filling curves
Information Systems
An approximate algorithm for top-k closest pairs join query in large high dimensional data
Data & Knowledge Engineering
Aggregate nearest neighbor queries in spatial databases
ACM Transactions on Database Systems (TODS)
Close pair queries in moving object databases
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Improving the R*-tree with outlier handling techniques
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Cost models for distance joins queries using R-trees
Data & Knowledge Engineering
Exploiting a page-level upper bound for multi-type nearest neighbor queries
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
Efficient index-based KNN join processing for high-dimensional data
Information and Software Technology
A performance comparison of distance-based query algorithms using R-trees in spatial databases
Information Sciences: an International Journal
K nearest neighbor search in navigation systems
Mobile Information Systems
Adaptive location constraint processing
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Continuous nearest neighbor search
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Efficient k-nearest-neighbor search algorthims for historical moving object trajectories
Journal of Computer Science and Technology
Query processing in spatial network databases
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Ring-constrained join: deriving fair middleman locations from pointsets via a geometric constraint
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Capacity constrained assignment in spatial databases
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Combinatorial algorithms for nearest neighbors, near-duplicates and small-world design
SODA '09 Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete Algorithms
On efficient mutual nearest neighbor query processing in spatial databases
Data & Knowledge Engineering
Monitoring path nearest neighbor in road networks
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Probabilistic Granule-Based Inside and Nearest Neighbor Queries
ADBIS '09 Proceedings of the 13th East European Conference on Advances in Databases and Information Systems
Combinatorial Framework for Similarity Search
SISAP '09 Proceedings of the 2009 Second International Workshop on Similarity Search and Applications
Design and evaluation of trajectory join algorithms
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Location-dependent query processing: Where we are and where we are heading
ACM Computing Surveys (CSUR)
A fair assignment algorithm for multiple preference queries
Proceedings of the VLDB Endowment
Optimal matching between spatial datasets under capacity constraints
ACM Transactions on Database Systems (TODS)
Algorithms for memory hierarchies: advanced lectures
Algorithms for memory hierarchies: advanced lectures
Processing distance-based queries in multidimensional data spaces using R-trees
PCI'01 Proceedings of the 8th Panhellenic conference on Informatics
Efficient algorithms for historical continuous kNN query processing over moving object trajectories
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Continuous monitoring of exclusive closest pairs
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Efficient and accurate nearest neighbor and closest pair search in high-dimensional space
ACM Transactions on Database Systems (TODS)
Processing proximity relations in road networks
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
K-nearest neighbor search for fuzzy objects
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Automatic validation of requirements to support multidimensional design
Data & Knowledge Engineering
A disk-aware algorithm for time series motif discovery
Data Mining and Knowledge Discovery
Join-queries between two spatial datasets indexed by a single R*-tree
SOFSEM'11 Proceedings of the 37th international conference on Current trends in theory and practice of computer science
RanKloud: a scalable ranked query processing framework on hadoop
Proceedings of the 14th International Conference on Extending Database Technology
On nonmetric similarity search problems in complex domains
ACM Computing Surveys (CSUR)
Top-K probabilistic closest pairs query in uncertain spatial databases
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
An incremental Hausdorff distance calculation algorithm
Proceedings of the VLDB Endowment
An incremental approach to closest pair queries in spatial networks using best-first search
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
Evaluating probabilistic spatial-range closest pairs queries over uncertain objects
WAIM'11 Proceedings of the 12th international conference on Web-age information management
A recommendation technique for spatial data
ADBIS'11 Proceedings of the 15th international conference on Advances in databases and information systems
Matching query processing in high-dimensional space
Proceedings of the 20th ACM international conference on Information and knowledge management
Similarity search on a large collection of point sets
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Closest pair queries with spatial constraints
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Similarity search with implicit object features
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Topological operators: a relaxed query processing approach
Geoinformatica
Probabilistic spatial queries on existentially uncertain data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Solving constraints on sets of spatial objects
PADL'05 Proceedings of the 7th international conference on Practical Aspects of Declarative Languages
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
Spatial query processing for fuzzy objects
The VLDB Journal — The International Journal on Very Large Data Bases
Super-EGO: fast multi-dimensional similarity join
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient top-k spatial distance joins
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
The k closest pairs in spatial databases
Geoinformatica
Hi-index | 0.00 |
This paper addresses the problem of finding the K closest pairs between two spatial data sets, where each set is stored in a structure belonging in the R-tree family. Five different algorithms (four recursive and one iterative) are presented for solving this problem. The case of 1 closest pair is treated as a special case. An extensive study, based on experiments performed with synthetic as well as with real point data sets, is presented. A wide range of values for the basic parameters affecting the performance of the algorithms, especially the effect of overlap between the two data sets, is explored. Moreover, an algorithmic as well as an experimental comparison with existing incremental algorithms addressing the same problem is presented. In most settings, the new algorithms proposed clearly outperform the existing ones.