Similarity Search: A Matching Based Approach
Summary: Recasts similarity search as k-n-match, dynamically selecting n of d attributes to expose partial matches and avoid domination by highly dissimilar dimensions. A frequent variant aggregates answers across n, with attribute-optimal, disk-based algorithms outperforming kNN empirically. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Anthony K. H. Tung (National University of Singapore)
- 2. Rui Zhang (University of Melbourne)
- 3. Nick Koudas (University of Toronto)
- 4. Beng Chin Ooi (National University of Singapore)
BibTeX Citation
@article{tung_vldb06,
title = {{Similarity Search: A Matching Based Approach}},
author = {Tung, Anthony K. H. and Zhang, Rui and Koudas, Nick and Ooi, Beng Chin},
journal = {PVLDB},
series = {{VLDB} '06},
pages = {631--642},
year = {2006}
}
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,530 | LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index | 2016 | SIGMOD | 0.00010344205 |
| 7,856 | Similarity Search on Bregman Divergence: Towards Non-Metric Indexing | 2009 | VLDB | 5.4399688e-05 |
| 8,654 | Diversity based Relevance Feedback for Time Series Search | 2014 | VLDB | 5.2941459e-05 |
| 12,967 | Peer-to-Peer Similarity Search in Metric Spaces | 2007 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0010679641 |
| 45 | A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces | 1998 | VLDB | 0.0004503446 |
| 90 | The X-tree: An Index Structure for High-Dimensional Data | 1996 | VLDB | 0.00034860244 |
| 172 | Combining Fuzzy Information from Multiple Systems | 1996 | PODS | 0.00026835705 |
| 358 | A Retrieval Technique for Similar Shapes | 1991 | SIGMOD | 0.00020019939 |
| 674 | Efficient Similarity Search and Classification via Rank Aggregation | 2003 | SIGMOD | 0.00014886692 |
| 1,407 | Content-Based Image Indexing | 1994 | VLDB | 0.00010749393 |
| 2,113 | What is the nearest neighbor in high dimensional spaces? | 2000 | VLDB | 9.0196806e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,774 | Efficient Reverse k-Nearest Neighbor Search in Arbitrary Metric Spaces | 2006 | SIGMOD |
| 2 | 1,813 | Efficient User-Adaptable Similarity Search in Large Multimedia Databases | 1997 | VLDB |
| 3 | 20 | Similarity Search in High Dimensions via Hashing | 1999 | VLDB |
| 4 | 6,868 | Flexible Aggregate Similarity Search | 2011 | SIGMOD |
| 5 | 3,413 | Efficient EMD-based Similarity Search in Multimedia Databases via Flexible Dimensionality Reduction | 2008 | SIGMOD |
| 6 | 826 | Optimal Multi-Step k-Nearest Neighbor Search | 1998 | SIGMOD |
| 7 | 3,887 | Fast Parallel Similarity Search in Multimedia Databases | 1997 | SIGMOD |
| 8 | 12,662 | Effective Data Co-Reduction for Multimedia Similarity Search | 2011 | SIGMOD |
| 9 | 14,036 | Techniques for Similarity Searching in Multimedia Databases | 2010 | VLDB |
| 10 | 3,325 | Efficient k-NN Search on Vertically Decomposed Data | 2002 | SIGMOD |