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R* Optimizer Validation and Performance Evaluation for Distributed Queries

Summary: Validates R* for distributed queries by logging actual message, I/O and CPU costs to DB tables for automation. Findings: cost model accurate; local costs matter on medium nets; full inner-table shipping beats tuple fetch; Bloomjoins beat semijoins and R* plans. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7743
Venue
VLDB
Year
1986
Pagerank
0.00035240105
Overall Rank
196 | 98.64%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
100 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00050033475
102 Of Nests and Trees: A Unified Approach to Processing Queries That Contain Nested Subqueries, Aggregates, and Quantifiers 1987 VLDB 0.00049592627
220 Grammar-like Functional Rules for Representing Query Optimization Alternatives 1988 SIGMOD 0.00033312045
269 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00029665158
309 Extensible Query Processing in Starburst 1989 SIGMOD 0.00028195213
345 Don't Scrap It, Wrap It! A Wrapper Architecture for Legacy Data Sources 1997 VLDB 0.00026634783
412 Querying the Internet with PIER 2003 VLDB 0.00023852999
457 Cost-based Query Scrambling for Initial Delays 1998 SIGMOD 0.00022699974
509 Dynamic Query Evaluation Plans 1989 SIGMOD 0.00021463676
569 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00019912758
778 Spectral Bloom Filters 2003 SIGMOD 0.00016729191
1,016 Memory-Efficient Hash Joins 2015 VLDB 0.00014630024
1,602 The Architecture of PIER: an Internet-Scale Query Processor 2005 CIDR 0.00011192099
2,349 Performance Tradeoffs for Client-Server Query Processing 1996 SIGMOD 8.9903567e-05
2,463 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.7438403e-05
2,469 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 8.7255912e-05
2,518 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 8.6052941e-05
2,929 WANalytics: Analytics for a Geo-Distributed Data-Intensive World 2015 CIDR 7.8792902e-05
4,093 Implementing an Interpreter for Functional Rules in a Query Optimizer 1988 VLDB 6.4521318e-05
4,272 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 6.2933353e-05
5,033 REED: Robust, Efficient Filtering and Event Detection in Sensor Networks 2005 VLDB 5.7425962e-05
5,532 Extending Logging for Database Snapshot Refresh 1987 VLDB 5.4557029e-05
7,563 Client-Site Query Extensions 1999 SIGMOD 4.7053932e-05
8,499 Conditional Cuckoo Filters 2021 SIGMOD 4.4929219e-05
9,184 MOCHA: A Self-Extensible Database Middleware System for Distributed Data Sources 2000 SIGMOD 4.3776262e-05
9,801 Threshold Queries in Theory and in the Wild 2022 VLDB 4.2777144e-05
10,415 Dynamic Pruning for Recursive Joins 2025 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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
30 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00078665259
32 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00077553033
77 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00056488357
269 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00029665158
315 Distributed Query Processing In A Relational Data Base System 1978 SIGMOD 0.00028022592
1,277 Some Experimental Results on Distributed Join Algorithms in a Local Network 1985 VLDB 0.00012859308
1,308 A Heuristic Approach to Distributed Query Processing 1982 VLDB 0.00012664082
1,345 On the Design of a Query Processing Strategy in a Distributed Database Environment 1983 SIGMOD 0.0001247541
1,433 Query Execution in DIRECT 1979 SIGMOD 0.00011997791
2,784 Optimization of Nested Queries in a Distributed Relational Database 1984 VLDB 8.1263312e-05
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Overall Rank Paper Year Venue Pagerank
1,220 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00013214188
4,255 Parallelizing Query Optimization 2008 VLDB 6.3080082e-05
7,619 Optimizing Star Queries In A Distributed Database System 1984 VLDB 4.6900181e-05
7,630 Load Balancing in a Locally Distributed Database System 1986 SIGMOD 4.6879149e-05
1,345 On the Design of a Query Processing Strategy in a Distributed Database Environment 1983 SIGMOD 0.0001247541
422 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00023654556
2,051 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.6871984e-05
3,150 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4765759e-05
2,784 Optimization of Nested Queries in a Distributed Relational Database 1984 VLDB 8.1263312e-05
269 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00029665158