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Magic is Relevant

Summary: Extends the magic-sets transformation to relational systems with duplicates, aggregation, grouping, and recursion. Empirically compares with standard nonrecursive optimizers; shows magic-sets often outperform traditional methods as a general optimization technique for data queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2551
Venue
SIGMOD
Year
1990
Pagerank
0.00010853223
Overall Rank
1,410 | 90.33%
DOI
10.1145/93597.98734

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{mumick_sigmod90,
        title = {{Magic is Relevant}},
        author = {Mumick, Inderpal Singh and Finkelstein, Sheldon J. and Pirahesh, Hamid and Ramakrishnan, Raghu},
        series = {{SIGMOD} '90},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/93597.98734},
        url = {https://dl.acm.org/doi/10.1145/93597.98734},
        year = {1990}
}

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
110 Extensible/Rule Based Query Rewrite Optimization in Starburst 1992 SIGMOD 0.0003309592
290 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002227038
527 The Magic of Duplicates and Aggregates 1990 VLDB 0.00017108864
801 Query Execution Techniques for Caching Expensive Methods 1996 SIGMOD 0.00013909408
1,037 Cost-Based Optimization for Magic: Algebra and Implementation 1996 SIGMOD 0.00012494928
1,124 Query Optimization by Predicate Move-Around 1994 VLDB 0.00012087356
1,687 Spreadsheets in RDBMS for OLAP 2003 SIGMOD 0.00010005718
1,982 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 9.3573897e-05
2,005 Practical Predicate Placement 1994 SIGMOD 9.3203144e-05
2,423 Algebraic Properties of Bag Data Types 1991 VLDB 8.6016807e-05
3,172 Demonstration of the Cosette Automated SQL Prover 2017 SIGMOD 7.6679093e-05
3,307 Magic Conditions 1990 PODS 7.5385358e-05
3,603 Overbound and Right-Linear Queries 1991 PODS 7.2683975e-05
3,650 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD 7.2249961e-05
5,928 Magic Shapes for SHACL Validation 2022 VLDB 6.038081e-05
7,035 Optimizing Recursive Queries with Program Synthesis 2022 SIGMOD 5.7216112e-05
7,079 Adding Magic to an Optimising Datalog Compiler 2008 SIGMOD 5.7090732e-05
7,117 Changing the Rules: Transformations for Rule-Based Optimizers* 1998 SIGMOD 5.6976091e-05
7,131 Magic-sets Transformation in Nonrecursive Systems 1992 PODS 5.694968e-05
7,870 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 5.5272726e-05
8,164 SlabCity: Whole-Query Optimization using Program Synthesis 2023 VLDB 5.4750309e-05
8,721 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3772617e-05
8,827 Compiling Query Constraints 1994 PODS 5.3615981e-05
9,960 Optimizing Nested Recursive Queries 2024 SIGMOD 5.1879626e-05
12,810 Soft Stratification for Magic Set Based Query Evaluation in Deductive Databases 2003 PODS 5.093636e-05
13,023 Universal Finiteness and Satisfiability 1994 PODS 5.093636e-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 0.0024089429
16 MAGIC SETS AND OTHER STRANGE WAYS TO IMPLEMENT LOGIC PROGRAMS (Extended Abstract) 1986 PODS 0.00060089598
63 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00038782376
95 Of Nests and Trees: A Unified Approach to Processing Queries That Contain Nested Subqueries, Aggregates, and Quantifiers 1987 VLDB 0.00034607909
129 Optimization of Nested SQL Queries Revisited 1987 SIGMOD 0.0003068101
192 Grammar-like Functional Rules for Representing Query Optimization Alternatives 1988 SIGMOD 0.00026028406
268 Extensible Query Processing in Starburst 1989 SIGMOD 0.00022788687
344 On the Power of Magic 1987 PODS 0.00020659405
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 344 On the Power of Magic 1987 PODS
2 3,307 Magic Conditions 1990 PODS
3 9,981 Magic Functions: A Technique to Optimize Extended Datalog Recursive Programs 1987 VLDB
4 16 MAGIC SETS AND OTHER STRANGE WAYS TO IMPLEMENT LOGIC PROGRAMS (Extended Abstract) 1986 PODS
5 527 The Magic of Duplicates and Aggregates 1990 VLDB
6 7,079 Adding Magic to an Optimising Datalog Compiler 2008 SIGMOD
7 1,921 Efficient Evaluation of Right-, Left-, and Multi-Linear Rules 1989 SIGMOD
8 1,037 Cost-Based Optimization for Magic: Algebra and Implementation 1996 SIGMOD
9 3,650 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD
10 7,131 Magic-sets Transformation in Nonrecursive Systems 1992 PODS