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Predicate Migration: Optimizing Queries with Expensive Predicates

Summary: Predicate Migration builds a theory to move expensive predicates in plans, replacing zero-time restrictions with cost-aware optimization. Algorithm and PostgreSQL show orders-of-magnitude speedups over traditional optimizers, with modest extra cost. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf9076d8528d40613
Venue
SIGMOD
Year
1993
Pagerank
0.00030462671
Overall Rank
125 | 99.17%
DOI
10.1145/170035.170078

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{hellerstein_sigmod93,
        title = {{Predicate Migration: Optimizing Queries with Expensive Predicates}},
        author = {Hellerstein, Joseph M. and Stonebraker, Michael},
        series = {{SIGMOD} '93},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/170035.170078},
        url = {https://dl.acm.org/doi/10.1145/170035.170078},
        year = {1993}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 72 citing papers.

Rank Citing Paper Year Venue Pagerank
77 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00036817139
207 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00024976482
259 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.00022916014
272 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002251422
282 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022302793
686 Optimizing Queries over Multimedia Repositories 1996 SIGMOD 0.00014769852
689 Query Optimization in the Presence of Foreign Functions 1993 VLDB 0.00014746059
761 Conjunctive Selection Conditions in Main Memory 2002 PODS 0.00014138079
796 Rapid Bushy Join-order Optimization with Cartesian Products 1996 SIGMOD 0.00013931773
821 Query Execution Techniques for Caching Expensive Methods 1996 SIGMOD 0.00013655214
840 Minimal Probing: Supporting Expensive Predicates for Top-k Queries 2002 SIGMOD 0.00013544367
870 Query Optimization in the Presence of Limited Access Patterns 1999 SIGMOD 0.00013342453
898 Query Optimization In Compressed Database Systems 2001 SIGMOD 0.0001318387
899 Orthogonal Security With Cipherbase 2013 CIDR 0.00013183669
962 RankSQL: Query Algebra and Optimization for Relational Top-k Queries 2005 SIGMOD 0.00012818013
1,119 Query Optimization by Predicate Move-Around 1994 VLDB 0.00011946162
1,285 SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions 2009 VLDB 0.0001119616
1,715 Spreadsheets in RDBMS for OLAP 2003 SIGMOD 9.8056478e-05
1,860 Optimizing Disjunctive Queries with Expensive Predicates 1994 SIGMOD 9.4862912e-05
2,035 Practical Predicate Placement 1994 SIGMOD 9.1519324e-05
2,284 Join Queries with External Text Sources: Execution and Optimization Techniques 1995 SIGMOD 8.6928064e-05
2,303 Selectivity Estimation in Extensible Databases - A Neural Network Approach 1998 VLDB 8.6685874e-05
2,481 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.3995962e-05
2,516 Optimization of Queries with User-defined Predicates 1996 VLDB 8.3572065e-05
2,616 Query Optimization over Web Services 2006 VLDB 8.2215407e-05
2,773 Approximate Selection with Guarantees using Proxies 2020 VLDB 8.0318294e-05
2,787 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 8.0121053e-05
3,088 On Parallel Processing of Aggregate and Scalar Functions in Object-Relational DBMS 1998 SIGMOD 7.6593918e-05
3,140 Solving the Join Ordering Problem via Mixed Integer Linear Programming 2017 SIGMOD 7.6012971e-05
3,410 Scalable Pattern Sharing on Event Streams 2016 SIGMOD 7.322416e-05
3,593 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 7.1803217e-05
3,632 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.146238e-05
3,722 Bypassing Joins in Disjunctive Queries 1995 VLDB 7.0684532e-05
3,726 Coalescing in Temporal Databases 1996 VLDB 7.0669222e-05
3,850 EROC: A Toolkit for Building NEATO Query Optimizers 1996 VLDB 6.9778459e-05
3,935 Operator Placement for In-Network Stream Query Processing 2005 PODS 6.91442e-05
3,971 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.8868815e-05
3,988 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.8694751e-05
4,292 A Method for Optimizing Opaque Filter Queries 2020 SIGMOD 6.6792739e-05
4,371 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6284915e-05
4,479 Filtering with Approximate Predicates 1998 VLDB 6.5797399e-05
4,489 Optimization of Continuous Queries with Shared Expensive Filters 2007 PODS 6.5764656e-05
4,728 User-Defined Table Operators: Enhancing Extensibility for ORDBMS 1999 VLDB 6.4446427e-05
4,776 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.418192e-05
4,796 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 6.409726e-05
5,960 Factorizing Complex Predicates in Queries to Exploit Indexes 2003 SIGMOD 5.9305837e-05
6,108 Optimization of Conjunctive Predicates for Main Memory Column Stores 2016 VLDB 5.8831615e-05
6,447 RTScan: Efficient Scan with Ray Tracing Cores 2024 VLDB 5.7798274e-05
6,607 Multi-Objective Agentic Rewrites for Unstructured Data Processing 2026 VLDB 5.73539e-05
7,028 Near-Optimal Algorithms for Shared Filter Evaluation in Data Stream Systems 2008 SIGMOD 5.6153559e-05
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Outgoing Citations (Sorted by Pagerank)

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