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RIOT: I/O-Efficient Numerical Computing without SQL

Summary: RIOT transparently makes R I/O-efficient by intercepting array/numeric operations and executing them on a DB backend without exposing SQL or requiring user code changes. Prototype RIOT-DB uses cross-operation, high-level optimizations to outperform vanilla R on out-of-core workloads. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
125
Venue
CIDR
Year
2009
Pagerank
0.00014248449
Overall Rank
1,076 | 92.52%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
168 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038946305
1,402 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012180605
1,495 Ricardo: Integrating R and Hadoop 2010 SIGMOD 0.00011691049
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
1,876 ArrayStore: A Storage Manager for Complex Parallel Array Processing 2011 SIGMOD 0.00010239284
2,194 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3138337e-05
2,255 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1884983e-05
2,667 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.3413995e-05
2,934 AIDA - Abstraction for Advanced In-Database Analytics 2018 VLDB 7.8595778e-05
3,763 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.7801795e-05
4,259 Optimizing I/O for Big Array Analytics 2012 VLDB 6.3147285e-05
4,505 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1327108e-05
4,574 Incremental View Maintenance over Array Data 2017 SIGMOD 6.0738556e-05
4,802 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9114415e-05
4,813 Putting Pandas in a Box 2021 CIDR 5.9049746e-05
5,964 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.2520617e-05
6,322 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.1124615e-05
6,542 Profiling R on a Contemporary Processor 2015 VLDB 5.0216639e-05
6,644 A Relational Matrix Algebra and its Implementation in a Column Store 2020 SIGMOD 4.9782839e-05
6,981 Dataset Relationship Management 2019 CIDR 4.8743957e-05
7,903 A Demonstration of Iterative Parallel Array Processing in Support of Telescope Image Analysis 2013 VLDB 4.6215911e-05
9,426 Storing Matrices on Disk: Theory and Practice Revisited 2011 VLDB 4.3441378e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 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 0.0024183614
778 Declarative Networking: Language, Execution and Optimization 2006 SIGMOD 0.00016791276
2,508 One Size Fits All? – Part 2: Benchmarking Results 2007 CIDR 8.6308132e-05
3,983 Spatio-Temporal Retrieval with RasDaMan 1999 VLDB 6.5642684e-05
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