Multidimensional order preserving linear hashing with partial expansions
Proceedings on International conference on database theory
Algorithms for loading parallel grid files
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Multidimensional access methods
ACM Computing Surveys (CSUR)
The Grid File: An Adaptable, Symmetric Multikey File Structure
ACM Transactions on Database Systems (TODS)
Extendible hashing—a fast access method for dynamic files
ACM Transactions on Database Systems (TODS)
The interpolation-based grid file
PODS '85 Proceedings of the fourth ACM SIGACT-SIGMOD symposium on Principles of database systems
The K-D-B-tree: a search structure for large multidimensional dynamic indexes
SIGMOD '81 Proceedings of the 1981 ACM SIGMOD international conference on Management of data
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Multidimensional Dynamic Quantile Hashing is Very Efficient for Non-Uniform Record Distributions
Proceedings of the Third International Conference on Data Engineering
Spatial Searching in Geometric Databases
Proceedings of the Fourth International Conference on Data Engineering
The Generalized Grid File: Description and Performance Aspects
Proceedings of the Sixth International Conference on Data Engineering
Cache Conscious Indexing for Decision-Support in Main Memory
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
The Buddy-Tree: An Efficient and Robust Access Method for Spatial Data Base Systems
VLDB '90 Proceedings of the 16th International Conference on Very Large Data Bases
Novel parallel join algorithms for grid files
HIPC '96 Proceedings of the Third International Conference on High-Performance Computing (HiPC '96)
Hardware acceleration for spatial selections and joins
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Fast computation of database operations using graphics processors
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Fast and approximate stream mining of quantiles and frequencies using graphics processors
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
GPUTeraSort: high performance graphics co-processor sorting for large database management
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Hardware acceleration in commercial databases: a case study of spatial operations
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Speeding up large-scale point-in-polygon test based spatial join on GPUs
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
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Recently, graphics processing units, or GPUs, have become a viable alternative as commodity, parallel hardware for general-purpose computing, due to their massive data-parallelism, high memory bandwidth, and improved general-purpose programming interface. In this paper, we explore the use of GPU on the grid file, a traditional multidimensional access method. Considering the hardware characteristics of GPUs, we design a massively multi-threaded GPU-based grid file for static, memory-resident multidimensional point data. Moreover, we propose a hierarchical grid file variant to handle data skews efficiently. Our implementations on the NVIDIA G80 GTX graphics card are able to achieve two to eight times' higher performance than their CPU counterparts on a single PC.