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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
4955
Venue
SIGMOD
Year
2014
Pagerank
0.00011808761
Overall Rank
1,177 | 91.93%
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 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
976 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012864533
1,466 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.0001068941
1,761 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.8154969e-05
1,974 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.3658402e-05
2,250 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.8694486e-05
2,667 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.2756346e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,344 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.4980897e-05
3,598 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.2718988e-05
4,021 PARADIS: An Efficient Parallel Algorithm for In-place Radix Sort 2015 VLDB 6.9501893e-05
4,177 SIMD- and Cache-Friendly Algorithm for Sorting an Array of Structures 2015 VLDB 6.8499317e-05
4,780 Can Learned Models Replace Hash Functions? 2023 VLDB 6.5118885e-05
4,840 FPGA-based Data Partitioning 2017 SIGMOD 6.483442e-05
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,094 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 6.3657592e-05
5,947 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0323707e-05
6,161 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.9537202e-05
6,187 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.9485755e-05
6,263 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.936052e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
6,774 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7778738e-05
7,242 Fast Multi-Column Sorting in Main-Memory Column-Stores 2016 SIGMOD 5.6641994e-05
7,287 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.6544795e-05
7,899 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5195553e-05
8,636 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.3954959e-05
8,880 Entropy-Learned Hashing: Constant Time Hashing with Controllable Uniformity 2022 SIGMOD 5.3524255e-05
9,887 Adaptive Indexing of Objects with Spatial Extent 2023 VLDB 5.2006273e-05
9,986 Thriving in the No Man’s Land between Compilers and Databases 2019 CIDR 5.1832796e-05
10,409 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 5.093636e-05
11,200 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 5.093636e-05
11,348 Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets 2024 VLDB 5.093636e-05
11,437 Cracking-Like Join for Trusted Execution Environments 2023 VLDB 5.093636e-05
11,579 Origami: A High-Performance Mergesort Framework 2022 VLDB 5.093636e-05
12,033 A Study of Sorting Algorithms on Approximate Memory 2016 SIGMOD 5.093636e-05
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