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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
4431
Venue
SIGMOD
Year
2011
Pagerank
0.00020182846
Overall Rank
360 | 97.54%
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
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
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018725853
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
823 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00013792901
892 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013376761
959 Memory-Efficient Hash Joins 2015 VLDB 0.00012953588
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,265 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011415709
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
1,857 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.6047945e-05
1,964 OLTP on Hardware Islands 2012 VLDB 9.3880822e-05
2,140 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 9.0991487e-05
2,156 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 9.0635624e-05
2,222 Efficiently Searching In-Memory Sorted Arrays: Revenge of the Interpolation Search? 2019 SIGMOD 8.9255716e-05
2,566 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.4116562e-05
2,649 Asynchronous Memory Access Chaining 2016 VLDB 8.2926258e-05
2,926 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.9549783e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,134 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 7.7231028e-05
3,435 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.4172582e-05
3,471 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 7.3885861e-05
3,532 Scalable Distributed Stream Join Processing 2015 SIGMOD 7.3369085e-05
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
3,791 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.1235328e-05
4,478 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.6789258e-05
4,553 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6346951e-05
4,603 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.6105578e-05
4,639 MQJoin: Efficient Shared Execution of Main-Memory Joins 2016 VLDB 6.5918791e-05
4,840 FPGA-based Data Partitioning 2017 SIGMOD 6.483442e-05
5,515 FPGA-based Multithreading for In-Memory Hash Joins 2015 CIDR 6.189963e-05
5,534 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 6.1831004e-05
5,715 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 6.1105343e-05
6,143 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.9622615e-05
6,161 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR 5.9537202e-05
6,207 The 3D Hash Join: Building On Non-Unique Join Attributes 2022 CIDR 5.9429869e-05
6,255 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.9399698e-05
6,601 What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments 2022 VLDB 5.8246671e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
7,287 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.6544795e-05
7,396 Fast Detection of Denial Constraint Violations 2022 VLDB 5.6257228e-05
7,760 NOCAP: Near-Optimal Correlation-Aware Partitioning Joins 2023 SIGMOD 5.5505651e-05
7,774 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.5468469e-05
7,820 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.5373345e-05
8,234 The Case for Learned In-Memory Joins 2023 VLDB 5.460955e-05
8,374 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.4399097e-05
8,443 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4243766e-05
8,636 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.3954959e-05
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Outgoing Citations (Sorted by Pagerank)

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