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Software—Practice & Experience
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GAMMA - A High Performance Dataflow Database Machine
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ACM Computing Surveys (CSUR)
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IEEE Transactions on Computers
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ACM SIGMOD Record
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IEEE Transactions on Parallel and Distributed Systems
IBM Systems Journal
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CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
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SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
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IEEE Transactions on Parallel and Distributed Systems
Heraclitus: elevating deltas to be first-class citizens in a database programming language
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Proceedings of the seventh international conference on Information and knowledge management
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The Journal of Supercomputing
Domain vector hashing for earth system data querying
SAC '95 Proceedings of the 1995 ACM symposium on Applied computing
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DPDS '90 Proceedings of the second international symposium on Databases in parallel and distributed systems
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DPDS '90 Proceedings of the second international symposium on Databases in parallel and distributed systems
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SAC '97 Proceedings of the 1997 ACM symposium on Applied computing
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Intensive Data Management in Parallel Systems: A Survey
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IEEE Transactions on Parallel and Distributed Systems
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Encapsulation of Parallelism and Architecture-Independence in Extensible Database Query Execution
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Frequency-adaptive join for shared nothing machines
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Performance Comparison of Pipelined Hash Joins on Workstation Clusters
HiPC '02 Proceedings of the 9th International Conference on High Performance Computing
An Adaptive Hash Join Algorithm on a Network of Workstations
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
Efficient Permutation-Based Range-Join Algorithms on N-Dimensional Meshes
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
A PC-NOW Based Parallel Extension for a Sequential DBMS
IPDPS '00 Proceedings of the 15 IPDPS 2000 Workshops on Parallel and Distributed Processing
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Hybrid-Range Partitioning Strategy: A New Declustering Strategy for Multiprocessor Database Machines
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An Adaptive Hash Join Algorithm for Multiuser Environments
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Parity Striping of Disk Arrays: Low-Cost Reliable Storage with Acceptable Throughput
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Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines
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Optimization of Multi-Way Join Queries for Parallel Execution
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A Taxonomy and Performance Model of Data Skew Effects in Parallel Joins
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An Evaluation of Non-Equijoin Algorithms
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Practical Skew Handling in Parallel Joins
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Analysis of Dynamic Load Balancing Strategies for Parallel Shared Nothing Database Systems
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Memory Aware Query Routing in Interactive Web-Based Information Systems
BNCOD 18 Proceedings of the 18th British National Conference on Databases: Advances in Databases
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A Skew-insensitive Algorithm for Join and Multi-join Operations on Shared Nothing Machines
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PicoDBMS: Scaling down database techniques for the smartcard
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IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
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ICCS'03 Proceedings of the 2003 international conference on Computational science
Nephele/PACTs: a programming model and execution framework for web-scale analytical processing
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| Hi-index | 0.03 |
In this paper we analyze and compare four parallel join algorithms. Grace and Hybrid hash represent the class of hash-based join methods, Simple hash represents a looping algorithm with hashing, and our last algorithm is the more traditional sort-merge. The performance of each of the algorithms with different tuple distribution policies, the addition of bit vector filters, varying amounts of main-memory for joining, and non-uniformly distributed join attribute values is studied. The Hybrid hash-join algorithm is found to be superior except when the join attribute values of the inner relation are non-uniformly distributed and memory is limited. In this case, a more conservative algorithm such as the sort-merge algorithm should be used. The Gamma database machine serves as the host for the performance comparison.