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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
4312
Venue
SIGMOD
Year
2010
Pagerank
0.00011677793
Overall Rank
1,494 | 89.62%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
1,165 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00013567206
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,265 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012933537
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
2,260 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1771829e-05
2,672 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.3334428e-05
3,349 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 7.1889581e-05
3,460 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.0702034e-05
4,079 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.4621024e-05
5,400 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 5.5262667e-05
5,969 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.2469372e-05
6,321 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.1075833e-05
6,539 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.0168759e-05
6,540 Profiling R on a Contemporary Processor 2015 VLDB 5.0168106e-05
6,783 SparkR: Scaling R Programs with Spark 2016 SIGMOD 4.9221272e-05
7,303 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 4.7632836e-05
11,867 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 4.1905499e-05
12,070 Next Generation Data Analytics at IBM Research 2013 VLDB 4.1905499e-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
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
926 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00015237787
1,074 RIOT: I/O-Efficient Numerical Computing without SQL 2009 CIDR 0.00014238255
2,221 Introduction to Recommender Systems 2008 SIGMOD 9.2598933e-05
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