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R* Optimizer Validation and Performance Evaluation for Local Queries

Summary: Validates the R* optimizer against performance in a System R–based DBMS, via SQL-cost logging for tests of single-table, sorts, and local 2-table joins. Shows CPU cost dominates; highlights buffer effects, statistics, prefetching, and Bloom filters to improve performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2296
Venue
SIGMOD
Year
1986
Pagerank
0.00029665158
Overall Rank
269 | 98.14%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
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
196 R* Optimizer Validation and Performance Evaluation for Distributed Queries 1986 VLDB 0.00035240105
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022796106
509 Dynamic Query Evaluation Plans 1989 SIGMOD 0.00021463676
569 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00019912758
870 Parametric Query Optimization 1992 VLDB 0.00015709369
2,107 A Performance Evaluation of Pointer-Based Joins 1990 SIGMOD 9.5285135e-05
3,402 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.134261e-05
4,005 Event-Join Optimization in Temporal Relational Databases 1989 VLDB 6.5387514e-05
4,342 Identifying Robust Plans through Plan Diagram Reduction 2008 VLDB 6.2680535e-05
4,353 Buffer Pool Aware Query Optimization 2005 CIDR 6.2535805e-05
4,793 Toward Practical Constraint Databases 1993 VLDB 5.9107617e-05
5,476 On the Production of Anorexic Plan Diagrams 2007 VLDB 5.4866057e-05
5,555 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 5.4405244e-05
5,642 Bloom Histogram: Path Selectivity Estimation for XML Data with Updates 2004 VLDB 5.3964761e-05
6,343 An Observation on Database Buffering Performance Metrics 1986 VLDB 5.0970995e-05
7,011 Simple Adaptive Query Processing vs. Learned Query Optimizers: Observations and Analysis 2023 VLDB 4.8583284e-05
7,841 A Formal Model of Trade-off between Optimization and Execution Costs in Semantic Query Optimization 1988 VLDB 4.6337039e-05
8,049 Thrifty Query Execution via Incrementability 2020 SIGMOD 4.5939412e-05
8,410 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 4.5154358e-05
8,711 Parachute: Single-Pass Bi-Directional Information Passing 2025 VLDB 4.4582346e-05
9,193 Including Bloom Filters in Bottom-up Optimization 2025 SIGMOD 4.372803e-05
13,000 An Analytical Method for Estimating and Interpreting Query Time 1987 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 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
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
128 An Evaluation of Buffer Management Strategies for Relational Database Systems 1985 VLDB 0.00044501642
196 R* Optimizer Validation and Performance Evaluation for Distributed Queries 1986 VLDB 0.00035240105
296 A Mechanism For Managing The Buffer Pool In A Relational Database System Using The Hot Set Model 1982 VLDB 0.00028636916
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
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
1,729 Integration of Buffer Management and Query Optimization in Relational Database Environment 1989 VLDB 0.00010730915
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
2,249 Rank-aware Query Optimization 2004 SIGMOD 9.1956569e-05
2,867 Optimization of Queries with User-defined Predicates 1996 VLDB 7.9931252e-05
3,150 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4765759e-05
422 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00023654556
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022796106
2,051 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.6871984e-05
2,784 Optimization of Nested Queries in a Distributed Relational Database 1984 VLDB 8.1263312e-05
196 R* Optimizer Validation and Performance Evaluation for Distributed Queries 1986 VLDB 0.00035240105