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Bucket Spreading Parallel Hash: A New, Robust, Parallel Hash Join Method for Data Skew in the Super Database Computer (SDC)

Summary: Bucket Spreading Parallel Hash for the Super Database Computer (SDC): robust, skew-tolerant hash-join. Buckets fragment and are distributed to PMs sequentially; reassigned to the join PM; hardware supports flat bucket distribution, enabling scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7945
Venue
VLDB
Year
1990
Pagerank
0.00013215689
Overall Rank
1,219 | 91.53%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
548 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00020369531
1,355 Handling Data Skew in Multiprocessor Database Computers Using Partition Tuning 1991 VLDB 0.00012417228
1,919 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 0.00010097452
2,051 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.6871984e-05
2,416 Dynamic Load Balancing in Hierarchical Parallel Database Systems 1996 VLDB 8.8520203e-05
3,896 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 6.6526869e-05
3,901 Using Shared Virtual Memory for Parallel Join Processing 1993 SIGMOD 6.6481179e-05
4,128 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 6.4214449e-05
4,398 Performance Analysis of a Load Balancing Hash-Join Algorithm for a Shared Memory Multiprocessor 1991 VLDB 6.2137073e-05
5,576 Efficient outer join data skew handling in parallel DBMS 2009 VLDB 5.4251727e-05
5,961 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 5.2510172e-05
6,618 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD 4.9864636e-05
7,154 Submodularity of Distributed Join Computation 2018 SIGMOD 4.8107765e-05
8,930 An Application-Specific Instruction Set for Accelerating Set-Oriented Database Primitives 2014 SIGMOD 4.4229886e-05
10,996 SPID-Join: A Skew-resistant Processing-in-DIMM Join Algorithm Exploiting the Bank- and Rank-level Parallelisms of DIMMs 2024 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040465394
9 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.001426258
21 GAMMA - A High Performance Dataflow Database Machine 1986 VLDB 0.00086104592
77 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00056488357
230 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00032145125
549 Hash-Partitioned Join Method Using Dynamic Destaging Strategy 1988 VLDB 0.00020348047
629 A Benchmark of NonStop SQL on the Debit Credit Transaction 1988 SIGMOD 0.00018951974
2,328 The Effect of Bucket Size Tuning in the Dynamic Hybrid GRACE Hash Join Method 1989 VLDB 9.024235e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,784 On Parallel Execution Of Multiple Pipelined Hash Joins 1994 SIGMOD 5.9205964e-05
3,896 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 6.6526869e-05
2,216 Skew in Parallel Query Processing 2014 PODS 9.2693784e-05
2,328 The Effect of Bucket Size Tuning in the Dynamic Hybrid GRACE Hash Join Method 1989 VLDB 9.024235e-05
538 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020632609
1,919 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 0.00010097452
4,398 Performance Analysis of a Load Balancing Hash-Join Algorithm for a Shared Memory Multiprocessor 1991 VLDB 6.2137073e-05
548 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00020369531
549 Hash-Partitioned Join Method Using Dynamic Destaging Strategy 1988 VLDB 0.00020348047
1,355 Handling Data Skew in Multiprocessor Database Computers Using Partition Tuning 1991 VLDB 0.00012417228