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Rethinking SIMD Vectorization for In-Memory Databases

Summary: Novel SIMD vectorized operators for in-memory DBs using gathers/scatters (selections, hashes, partitioning, sorting, joins). On MIC Xeon Phi and mainstream CPUs, up to 10x faster than prior work; highlights algorithmic and power-efficiency implications across simple vs. complex cores. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5102
Venue
SIGMOD
Year
2015
Pagerank
0.00015533814
Overall Rank
634 | 95.66%
DOI
10.1145/2723372.2747645

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{polychroniou_sigmod15,
        title = {{Rethinking SIMD Vectorization for In-Memory Databases}},
        author = {Polychroniou, Orestis and Raghavan, Arun and Ross, Kenneth A.},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2747645},
        url = {https://dl.acm.org/doi/10.1145/2723372.2747645},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 51 citing papers.

Rank Citing Paper Year Venue Pagerank
12,051 Vectorizing an In Situ Query Engine 2016 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00069513174
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
29 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00052093615
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
278 FAST: Fast Architecture Sensitive Tree Search on Modern CPUs and GPUs 2010 SIGMOD 0.00022476841
293 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022259273
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020182846
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018725853
678 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015061068
712 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.0001468812
987 What happens during a Join? Dissecting CPU and Memory Optimization Effects 2000 VLDB 0.00012814017
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,507 Column Imprints: A Secondary Index Structure 2013 SIGMOD 0.0001054177
3,406 Cache-Conscious Radix-Decluster Projections 2004 VLDB 7.4392655e-05
3,435 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.4172582e-05
8,962 Automatic Contention Detection and Amelioration for Data-Intensive Operations 2010 SIGMOD 5.3435928e-05
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