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Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs

Summary: Examines main-memory, multi-core hash joins by deconstructing phases and evaluating variants on two CPUs. Simple, non-partitioned shared-hash-table often matches complex methods, especially under skew; suggests adding it to DBMS toolkits and optimizer strategies. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h49ab2228f99b22a0
Venue
SIGMOD
Year
2011
Pagerank
0.00019959166
Overall Rank
360 | 97.59%
DOI
10.1145/1989323.1989328

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{blanas_sigmod11,
        title = {{Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs}},
        author = {Blanas, Spyros and Li, Yinan and Patel, Jignesh M.},
        series = {{SIGMOD} '11},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1989323.1989328},
        url = {https://dl.acm.org/doi/10.1145/1989323.1989328},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 65 citing papers.

Rank Citing Paper Year Venue Pagerank
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
250 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023080446
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018450254
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015430074
748 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014258503
885 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013222753
965 Memory-Efficient Hash Joins 2015 VLDB 0.00012778081
1,119 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011927356
1,228 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011425748
1,269 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011236561
1,720 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.7828414e-05
1,821 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.5466386e-05
1,976 OLTP on Hardware Islands 2012 VLDB 9.2695591e-05
2,125 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.9903827e-05
2,147 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.9595129e-05
2,247 Efficiently Searching In-Memory Sorted Arrays: Revenge of the Interpolation Search? 2019 SIGMOD 8.7591557e-05
2,294 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.67775e-05
2,681 Asynchronous Memory Access Chaining 2016 VLDB 8.1203826e-05
2,806 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.9657254e-05
2,827 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9486247e-05
2,886 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 7.8911081e-05
2,910 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.8621757e-05
3,470 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2606844e-05
3,495 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 7.237656e-05
3,610 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.1463915e-05
3,663 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.1008953e-05
3,775 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0079979e-05
4,063 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.812902e-05
4,396 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6072577e-05
4,554 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.5311864e-05
4,751 MQJoin: Efficient Shared Execution of Main-Memory Joins 2016 VLDB 6.42279e-05
4,958 FPGA-based Data Partitioning 2017 SIGMOD 6.3254925e-05
5,169 The 3D Hash Join: Building On Non-Unique Join Attributes 2022 CIDR 6.2335575e-05
5,637 FPGA-based Multithreading for In-Memory Hash Joins 2015 CIDR 6.0383864e-05
5,680 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 6.0233693e-05
5,839 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.957817e-05
6,228 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.8261473e-05
6,259 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.815406e-05
6,302 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.8013694e-05
6,425 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7716425e-05
6,757 What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments 2022 VLDB 5.6724628e-05
7,439 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.5122587e-05
7,496 Fast Detection of Denial Constraint Violations 2022 VLDB 5.4968024e-05
7,822 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4304761e-05
7,887 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.4162508e-05
7,942 NOCAP: Near-Optimal Correlation-Aware Partitioning Joins 2023 SIGMOD 5.4055234e-05
7,985 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.3960833e-05
8,291 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3445863e-05
8,419 The Case for Learned In-Memory Joins 2023 VLDB 5.3198816e-05
8,517 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.3110227e-05
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Outgoing Citations (Sorted by Pagerank)

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