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Wander Join: Online Aggregation via Random Walks

Summary: Wander Join uses random walks over the join graph for online aggregation, beating ripple join without precomputed statistics. Statistics-free optimizer selects walk-based plans; strong for multi-table equality and group-by, validated on TPC-H in PostgreSQL. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5324
Venue
SIGMOD
Year
2016
Pagerank
0.00016027871
Overall Rank
593 | 95.94%
DOI
10.1145/2882903.2915235

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod16,
        title = {{Wander Join: Online Aggregation via Random Walks}},
        author = {Li, Feifei and Wu, Bin and Yi, Ke and Zhao, Zhuoyue},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915235},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915235},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 70 citing papers.

Rank Citing Paper Year Venue Pagerank
9,617 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.2434488e-05
9,719 Subset Sampling over Joins 2026 PODS 5.2319816e-05
9,785 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.2209769e-05
9,996 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.1814573e-05
10,028 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.1745962e-05
10,093 AB-tree: Index for Concurrent Random Sampling and Updates 2022 VLDB 5.1530576e-05
10,185 A Backend-Agnostic Compiler for Approximate Query Processing with Probabilistic Tensor Algebra 2026 SIGMOD 5.093636e-05
10,542 Secure Multi-Party Sampling over Joins 2026 VLDB 5.093636e-05
10,760 FAAQP: Fast and Accurate Approximate Query Processing based on Bitmap-augmented Sum-Product Network 2025 SIGMOD 5.093636e-05
10,885 Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach 2025 VLDB 5.093636e-05
11,159 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 5.093636e-05
11,165 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 5.093636e-05
11,194 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 5.093636e-05
11,205 Towards a Converged Relational-Graph Optimization Framework 2024 SIGMOD 5.093636e-05
11,280 Confidence Intervals for Private Query Processing 2024 VLDB 5.093636e-05
11,582 BABOONS: Black-Box Optimization of Data Summaries in Natural Language 2022 VLDB 5.093636e-05
11,712 ATLANTIC: Making Database Differentially Private and Faster with Accuracy Guarantee 2021 VLDB 5.093636e-05
11,749 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 5.093636e-05
11,781 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 5.093636e-05
11,916 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00077458002
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
54 On Random Sampling over Joins 1999 SIGMOD 0.00040810225
76 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00037054261
131 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00030424509
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
508 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00017275873
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
992 Query Size Estimation by Adaptive Sampling (Extended Abstract) 1990 PODS 0.00012790174
1,009 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012684342
1,064 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012336248
1,112 Cache-Oblivious String B-trees 2006 PODS 0.00012125766
1,227 Blink and It's Done: Interactive Queries on Very Large Data 2012 VLDB 0.00011582387
1,401 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010889902
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,785 A Scalable Hash Ripple Join Algorithm 2002 SIGMOD 9.7702627e-05
1,827 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.6690206e-05
1,872 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.5759874e-05
2,136 Combining User Interaction, Speculative Query Execution and Sampling in the DICE System 2014 VLDB 9.1126926e-05
2,413 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.6116764e-05
2,443 Independent Range Sampling 2014 PODS 8.5754434e-05
3,042 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.8231049e-05
3,157 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.6911286e-05
3,741 Spatial Online Sampling and Aggregation 2016 VLDB 7.1586403e-05
3,830 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 7.0877801e-05
3,844 Distributed Online Aggregations 2009 VLDB 7.0782059e-05
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,358 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.2492955e-05
5,460 Derby/S: A DBMS for Sample-Based Query Answering 2006 SIGMOD 6.2106757e-05
5,903 Concurrency Control for Adaptive Indexing 2012 VLDB 6.0464632e-05
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