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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
4373
Venue
SIGMOD
Year
2010
Pagerank
0.0001112858
Overall Rank
1,333 | 90.86%
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
715 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014655327
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
1,021 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012606673
1,079 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012258469
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
2,059 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.2471145e-05
2,217 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.9332438e-05
3,543 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.3268101e-05
3,952 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.9967272e-05
4,190 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.8431849e-05
5,584 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.1604087e-05
5,855 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 6.064726e-05
6,030 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 6.0009079e-05
6,276 Profiling R on a Contemporary Processor 2015 VLDB 5.9291284e-05
6,628 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8197537e-05
6,865 SparkR: Scaling R Programs with Spark 2016 SIGMOD 5.7508365e-05
7,160 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6855887e-05
12,060 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 5.093636e-05
12,260 Next Generation Data Analytics at IBM Research 2013 VLDB 5.093636e-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 0.0010686205
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
155 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00028713176
868 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00013504796
1,039 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00012474977
2,487 Introduction to Recommender Systems 2008 SIGMOD 8.5137983e-05
Previous Page 1 / 1 Next

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