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Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction

Summary: Vertica integrates with Distributed R to cut transfers and preserve locality across table segments. In-database R model management and fast deployment enable scalable predictive analytics on large data, beating ODBC and rivaling in-memory engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5076
Venue
SIGMOD
Year
2015
Pagerank
6.1604087e-05
Overall Rank
5,584 | 61.69%
DOI
10.1145/2723372.2742789

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{prasad_sigmod15,
        title = {{Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction}},
        author = {Prasad, Shreya and LeFevre, Jeff and Fard, Arash and Xu, Vincent and Gupta, Vishrut and Hsu, Meichun and Martinez, Jorge and Roy, Indrajit},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2742789},
        url = {https://dl.acm.org/doi/10.1145/2723372.2742789},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
1,250 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011485301
2,162 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 9.0581831e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
6,865 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.7508365e-05
7,344 Building the Enterprise Fabric for Big Data with Vertica and Spark Integration 2016 SIGMOD 5.638371e-05
12,060 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
186 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026182534
372 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001981521
1,333 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.0001112858
1,742 ArrayStore: A Storage Manager for Complex Parallel Array Processing 2011 SIGMOD 9.8748669e-05
5,855 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 6.064726e-05
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