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GAMMA - A High Performance Dataflow Database Machine

Summary: Gamma, a high-performance dataflow database machine. A 20-node VAX 11/750 prototype demonstrates parallel dataflow query processing with hashing-based algorithms and pipelined inter-process data to minimize control overhead. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7941
Venue
VLDB
Year
1986
Pagerank
0.00041107291
Overall Rank
52 | 99.65%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dewitt_vldb86,
        title = {{GAMMA - A High Performance Dataflow Database Machine}},
        author = {DeWitt, David J. and Graefe, Goetz and Kumar, Krishna B. and Gerber, Robert H. and Heytens, Michael L. and Muralikrishna, M.},
        journal = {PVLDB},
        series = {{VLDB} '86},
        volume = {12},
        pages = {228--237},
        year = {1986}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 51 citing papers.

Rank Citing Paper Year Venue Pagerank
44 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00046055057
72 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.00037695852
83 H-Store: A High-Performance, Distributed Main Memory Transaction Processing System 2008 VLDB 0.00036185259
98 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034510605
105 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00033877899
119 The EXODUS Optimizer Generator 1987 SIGMOD 0.0003183602
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
188 Data Placement In Bubba 1988 SIGMOD 0.00026126036
242 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00023604323
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
481 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00017780716
497 The Design of XPRS 1988 VLDB 0.00017462492
652 An Overview of The System Software of A Parallel Relational Database Machine GRACE 1986 VLDB 0.00015304915
868 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00013504796
892 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013376761
904 Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines 1990 VLDB 0.00013319798
1,021 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012606673
1,188 Bucket Spreading Parallel Hash: A New, Robust, Parallel Hash Join Method for Data Skew in the Super Database Computer (SDC) 1990 VLDB 0.00011756444
1,271 Hybrid-Range Partitioning Strategy: A New Declustering Strategy for Multiprocessor Database Machines 1990 VLDB 0.0001138443
1,376 A Demonstration of SciDB: A Science-Oriented DBMS 2009 VLDB 0.00010973814
1,438 Online Balancing of Range-Partitioned Data with Applications to Peer-to-Peer Systems 2004 VLDB 0.00010787388
2,196 Spinning Fast Iterative Data Flows 2012 VLDB 8.9704984e-05
2,265 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD 8.8398946e-05
2,317 Efficient Assembly of Complex Objects 1991 SIGMOD 8.759218e-05
2,341 Parallel R-trees 1992 SIGMOD 8.7233426e-05
2,354 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.7060612e-05
2,606 Process And Dataflow Control In Distributed Data-Intensive Systems 1988 SIGMOD 8.3491079e-05
2,655 Executing Stream Joins on the Cell Processor 2007 VLDB 8.2888851e-05
2,737 Managing Persistent Objects in a Multi-Level Store 1991 SIGMOD 8.1890257e-05
2,815 Optimization and Dataflow Algorithms for Nested Tree Queries 1989 VLDB 8.0964463e-05
2,921 Clustera: An Integrated Computation And Data Management System 2008 VLDB 7.9626308e-05
3,011 Design and Evaluation of Parallel Pipelined Join Algorithms 1987 SIGMOD 7.8532781e-05
3,403 Declustering Using Error Correcting Codes 1989 PODS 7.4414918e-05
3,754 An Adaptive Data Placement Scheme for Parallel Database Computer Systems 1990 VLDB 7.1502658e-05
3,772 Exploiting Advanced Database Optimization Features for Large-Scale SAP R/3 Installations 2002 VLDB 7.1388374e-05
3,842 FastSort: A Distributed Single-Input Single-Output External Sort 1990 SIGMOD 7.0803078e-05
3,893 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 7.04191e-05
4,668 Performance Analysis of a Load Balancing Hash-Join Algorithm for a Shared Memory Multiprocessor 1991 VLDB 6.5761032e-05
4,720 A Comparison Of High-Availability Media Recovery Techniques 1989 SIGMOD 6.5455243e-05
5,449 Aerospike: Architecture of a Real-Time Operational DBMS 2016 VLDB 6.2144811e-05
5,451 Coloring Away Communication in Parallel Query Optimization 1995 VLDB 6.2139293e-05
6,298 Performance of Data-Parallel Spatial Operations 1994 VLDB 5.9227722e-05
6,823 A Performance Analysis of the Gamma Database Machine 1988 SIGMOD 5.7627061e-05
6,915 CMD: A Multidimensional Declustering Method for Parallel Database Systems 1992 VLDB 5.7404469e-05
7,585 Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017 SIGMOD 5.5912479e-05
8,444 Citrusleaf: A Real-Time NoSQL DB which Preserves ACID 2011 VLDB 5.4242325e-05
8,775 A Parallel Strategy for Transitive Closure using Double Hash-Based Clustering 1990 VLDB 5.3766157e-05
9,341 Optimizing Distributed Protocols with Query Rewrites 2024 SIGMOD 5.2859171e-05
10,096 Out-of-order Execution of Database Queries 2020 VLDB 5.1523392e-05
12,710 TRAC: Toward Recency and Consistency Reporting in a Database with Distributed Data Sources 2006 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 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 0.0024089429
7 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.00083340894
45 Benchmarking Database Systems: A Systematic Approach 1983 VLDB 0.00045531113
80 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00036536643
152 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00029038365
2,163 Parallel Algorithms and Their Implementation in MICRONET 1982 VLDB 9.0545802e-05
2,399 Performance Evaluation of the Statistical Aggregation by Categorization in the SM3 System 1984 SIGMOD 8.6307399e-05
2,857 Overview of the Jasmin Database Machine 1984 SIGMOD 8.029871e-05
5,550 Recovery Architectures for Multiprocessor Database Machines 1985 SIGMOD 6.178647e-05
Previous Page 1 / 1 Next

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