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Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities

Summary: Re-evaluates partitioning for multi-core in-memory DBs, exposing overlooked factors (tuple size, row vs column) that invalidate narrow prior studies. Proposes a broad benchmark and shows simple partitioning methods are often robust across realistic settings. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
324
Venue
CIDR
Year
2019
Pagerank
5.0173391e-05
Overall Rank
6,538 | 54.57%
DOI
-

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Showing 18 of 18 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 0.00066322421
81 Cache Conscious Algorithms for Relational Query Processing 1994 VLDB 0.00055253195
350 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00026368305
403 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00024176677
538 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020632609
584 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00019700451
932 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015227954
944 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.0001512998
959 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015034808
1,077 What happens during a Join? Dissecting CPU and Memory Optimization Effects 2000 VLDB 0.00014224986
1,610 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011155922
1,692 A Seven-Dimensional Analysis of Hashing Methods and its Implications on Query Processing 2016 VLDB 0.00010887129
1,800 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00010494121
3,161 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 7.4648665e-05
3,428 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.1002401e-05
4,048 PARADIS: An Efficient Parallel Algorithm for In-place Radix Sort 2015 VLDB 6.4970736e-05
5,179 FPGA-based Data Partitioning 2017 SIGMOD 5.6384436e-05
5,664 On the Surprising Difficulty of Simple Things: the Case of Radix Partitioning 2015 VLDB 5.3838575e-05
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