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Ricardo: Integrating R and Hadoop

Summary: Ricardo integrates R and Hadoop for scalable deep analytics. It decomposes analytics into R computations and Hadoop data-management steps to minimize data transfer, avoiding re-implementation and letting analysts run large analyses inside familiar tools. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hcec01acba938b58f
Venue
SIGMOD
Year
2010
Pagerank
0.00010899041
Overall Rank
1,371 | 90.79%
DOI
10.1145/1807167.1807275

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{das_sigmod10,
        title = {{Ricardo: Integrating R and Hadoop}},
        author = {Das, Sudipto and Sismanis, Yannis and Beyer, Kevin S. and Gemulla, Rainer and Haas, Peter J. and McPherson, John},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807275},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807275},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
730 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014406936
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012539827
1,037 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012376819
1,081 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012123917
1,614 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010071891
2,087 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.068879e-05
2,247 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.7585767e-05
3,586 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.1889578e-05
4,029 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.8419186e-05
4,278 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.6905317e-05
5,702 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.0312071e-05
5,944 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.9387238e-05
6,116 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8815309e-05
6,144 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.8717563e-05
6,401 Profiling R on a Contemporary Processor 2015 VLDB 5.7978253e-05
6,878 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.657878e-05
6,987 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.6283496e-05
12,353 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 4.9793485e-05
12,551 Next Generation Data Analytics at IBM Research 2013 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.001052036
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049839909
154 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028579704
887 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00013258595
1,044 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012332595
2,541 Introduction to Recommender Systems 2008 SIGMOD 8.3261327e-05
Previous Page 1 / 1 Next

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