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A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort

Summary: Comprehensive study of main-memory partitioning across the memory hierarchy, revisiting in-cache pitfalls and introducing out-of-cache, in-place, and NUMA-aware partitioning variants. Proposes three NUMA-aware sorts—stable LSB radix, in-place MSB radix, and a wide-fanout comparison-sort with a cache-resident range index—achieving fastest billion-scale performance for dense and sparse keys and enabling building other ops (joins, aggregation). (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h46dd9c049cea10b7
Venue
SIGMOD
Year
2014
Pagerank
0.00011962096
Overall Rank
1,116 | 92.50%
DOI
10.1145/2588555.2610522

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{polychroniou_sigmod14,
        title = {{A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort}},
        author = {Polychroniou, Orestis and Ross, Kenneth A.},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610522},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610522},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015460957
945 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012939225
1,268 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.0001126007
1,723 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.7931223e-05
1,995 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.2169073e-05
2,245 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.7649358e-05
2,487 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3979719e-05
2,818 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9739791e-05
3,358 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.3812131e-05
3,599 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.1773938e-05
4,065 PARADIS: An Efficient Parallel Algorithm for In-place Radix Sort 2015 VLDB 6.8227646e-05
4,225 SIMD- and Cache-Friendly Algorithm for Sorting an Array of Structures 2015 VLDB 6.7207703e-05
4,890 Can Learned Models Replace Hash Functions? 2023 VLDB 6.3682031e-05
4,931 FPGA-based Data Partitioning 2017 SIGMOD 6.348544e-05
5,131 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.2602133e-05
5,179 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 6.2408516e-05
5,639 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0558642e-05
5,771 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9992698e-05
6,213 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.8479612e-05
6,317 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.8154421e-05
6,414 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7927521e-05
6,417 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.791405e-05
7,416 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.5331654e-05
7,451 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5236802e-05
7,495 Fast Multi-Column Sorting in Main-Memory Column-Stores 2016 SIGMOD 5.5091753e-05
8,673 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.2913671e-05
9,003 Entropy-Learned Hashing: Constant Time Hashing with Controllable Uniformity 2022 SIGMOD 5.2392472e-05
10,048 Adaptive Indexing of Objects with Spatial Extent 2023 VLDB 5.0899328e-05
10,174 Thriving in the No Man’s Land between Compilers and Databases 2019 CIDR 5.0681899e-05
10,601 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9793485e-05
10,840 CrocSort: Resource-Efficient, Skew-Resilient Parallel External Merge Sort 2026 VLDB 4.9793485e-05
10,942 One Ring to Shuffle Them All: Scalable Intra-Process Data Redistribution with Ring-Buffer Shuffle in Redpanda Oxla 2026 VLDB 4.9793485e-05
11,542 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.9793485e-05
11,666 Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets 2024 VLDB 4.9793485e-05
11,750 Cracking-Like Join for Trusted Execution Environments 2023 VLDB 4.9793485e-05
11,887 Origami: A High-Performance Mergesort Framework 2022 VLDB 4.9793485e-05
12,328 A Study of Sorting Algorithms on Approximate Memory 2016 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

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