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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
hecf2964f7edd6ac3
Venue
SIGMOD
Year
2016
Pagerank
0.00015814493
Overall Rank
594 | 96.02%
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 21 of 71 citing papers.

Rank Citing Paper Year Venue Pagerank
9,608 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1376962e-05
9,684 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 5.1258854e-05
9,837 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.1064323e-05
10,003 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.0845476e-05
10,221 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.0460607e-05
10,257 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.039379e-05
10,345 AB-tree: Index for Concurrent Random Sampling and Updates 2022 VLDB 5.0197268e-05
10,379 Algebraic Subgraph Counting 2027 SIGMOD 4.9605343e-05
10,479 A Backend-Agnostic Compiler for Approximate Query Processing with Probabilistic Tensor Algebra 2026 SIGMOD 4.9605343e-05
10,795 Secure Multi-Party Sampling over Joins 2026 VLDB 4.9605343e-05
11,252 FAAQP: Fast and Accurate Approximate Query Processing based on Bitmap-augmented Sum-Product Network 2025 SIGMOD 4.9605343e-05
11,349 Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach 2025 VLDB 4.9605343e-05
11,563 PECJ: Stream Window Join on Disorder Data Streams with Proactive Error Compensation 2024 SIGMOD 4.9605343e-05
11,591 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9605343e-05
11,601 Towards a Converged Relational-Graph Optimization Framework 2024 SIGMOD 4.9605343e-05
11,658 Confidence Intervals for Private Query Processing 2024 VLDB 4.9605343e-05
11,940 BABOONS: Black-Box Optimization of Data Summaries in Natural Language 2022 VLDB 4.9605343e-05
12,066 ATLANTIC: Making Database Differentially Private and Faster with Accuracy Guarantee 2021 VLDB 4.9605343e-05
12,102 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.9605343e-05
12,133 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.9605343e-05
12,264 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.9605343e-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 0.00076079812
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
57 On Random Sampling over Joins 1999 SIGMOD 0.0003999751
79 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00036394222
135 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00029805026
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.0002855087
518 Random Sampling for Histogram Construction: How much is enough? 1998 SIGMOD 0.00016918797
752 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014234789
1,012 Query Size Estimation by Adaptive Sampling (Extended Abstract) 1990 PODS 0.00012489386
1,022 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012400958
1,077 Cache-Oblivious String B-trees 2006 PODS 0.00012122621
1,095 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012036913
1,254 Blink and It's Done: Interactive Queries on Very Large Data 2012 VLDB 0.00011314204
1,435 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010659454
1,668 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9190265e-05
1,832 A Scalable Hash Ripple Join Algorithm 2002 SIGMOD 9.5365548e-05
1,874 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.4470874e-05
1,924 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3535088e-05
2,191 Combining User Interaction, Speculative Query Execution and Sampling in the DICE System 2014 VLDB 8.8844453e-05
2,461 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.4123214e-05
2,504 Independent Range Sampling 2014 PODS 8.3571366e-05
3,092 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.638249e-05
3,220 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.5077984e-05
3,825 Spatial Online Sampling and Aggregation 2016 VLDB 6.9795872e-05
3,890 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.926806e-05
3,912 Distributed Online Aggregations 2009 VLDB 6.9103187e-05
5,149 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.2382463e-05
5,487 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.0974772e-05
5,600 Derby/S: A DBMS for Sample-Based Query Answering 2006 SIGMOD 6.052685e-05
6,013 Concurrency Control for Adaptive Indexing 2012 VLDB 5.8958102e-05
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