Profiling R on a Contemporary Processor
Summary: Profiling R on modern processors shows >85% of runtime spent in processor stalls, with GC driving memory stalls. Temporaries trigger disk activity and swaps; results motivate cross-domain optimizations in DB/architecture/PL and data sharing. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,948 | A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics | 2018 | VLDB | 6.5959084e-05 |
| 4,505 | SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning | 2017 | CIDR | 6.1327108e-05 |
| 4,802 | Resource Elasticity for Large-Scale Machine Learning | 2015 | SIGMOD | 5.9114415e-05 |
| 8,096 | Micro-architectural Analysis of OLAP: Limitations and Opportunities | 2020 | VLDB | 4.5860565e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 52 | Database Architecture Optimized for the new Bottleneck: Memory Access | 1999 | VLDB | 0.00066474881 |
| 1,076 | RIOT: I/O-Efficient Numerical Computing without SQL | 2009 | CIDR | 0.00014248449 |
| 1,495 | Ricardo: Integrating R and Hadoop | 2010 | SIGMOD | 0.00011691049 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,989 | An Analytical Method for Estimating and Interpreting Query Time | 1987 | VLDB | 4.1945683e-05 |
| 868 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00015789681 |
| 6,114 | Database Processing-in-Memory: An Experimental Study | 2020 | VLDB | 5.204248e-05 |
| 6,276 | Scaling-Up In-Memory Datalog Processing: Observations and Techniques | 2019 | VLDB | 5.1314426e-05 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073498298 |
| 6,784 | SparkR: Scaling R Programs with Spark | 2016 | SIGMOD | 4.9265155e-05 |
| 1,076 | RIOT: I/O-Efficient Numerical Computing without SQL | 2009 | CIDR | 0.00014248449 |
| 761 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00017053783 |
| 658 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018506577 |
| 124 | DBMSs On A Modern Processor: Where Does Time Go? | 1999 | VLDB | 0.00045103515 |