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Opportunistic Physical Design for Big Data Analytics

Summary: Treats materialized intermediates from exploratory MapReduce jobs as an opportunistic physical design. Proposes a semantic UDF model to reuse UDF-containing views and a minimum-cost rewrite algorithm (with provable guarantees); Hive prototype shows dramatic speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h502f41c29b1fd959
Venue
SIGMOD
Year
2014
Pagerank
5.9759267e-05
Overall Rank
5,834 | 60.78%
DOI
10.1145/2685555.2680152

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{lefevre_sigmod14,
        title = {{Opportunistic Physical Design for Big Data Analytics}},
        author = {LeFevre, Jeff and Sankaranarayanan, Jagan and Hacıgümüş, Hakan and Tatemura, Junichi and Polyzotis, Neoklis and Carey, Michael J.},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2685555.2680152},
        url = {https://dl.acm.org/doi/10.1145/2685555.2680152},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
72 Answering Queries Using Views (Extended Abstract) 1995 PODS 0.00037549176
88 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035351639
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033638251
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018339357
553 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.0001652591
823 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00013648332
935 A Scalable Algorithm for Answering Queries Using Views 2000 VLDB 0.00012989395
1,054 Answering Complex SQL Queries Using Automatic Summary Tables 2000 SIGMOD 0.00012269068
1,072 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00012168947
1,924 ReStore: Reusing Results of MapReduce Jobs 2012 VLDB 9.3687009e-05
2,195 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 8.8781177e-05
2,282 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD 8.6964781e-05
3,339 Optimizing Analytic Data Flows for Multiple Execution Engines 2012 SIGMOD 7.4080114e-05
3,840 MISO: Souping Up Big Data Query Processing with a Multistore System 2014 SIGMOD 6.9920793e-05
4,232 On the Content of Materialized Aggregate Views 2000 PODS 6.7145949e-05
6,224 Scalable Query Rewriting: A Graph-Based Approach 2011 SIGMOD 5.8455673e-05
6,786 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 5.6820666e-05
9,332 Odyssey: A Multi-Store System for Evolutionary Analytics 2013 VLDB 5.1922811e-05
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