Using Trees to Depict a Forest
Summary: Tree-based method to generate a compact set of representatives—one from each of k medoid clusters—allowing exploration of the full result space without ranking. User study shows cluster representatives outperform alternatives in quality and efficiency, adapting smoothly to query refinement. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Bin Liu
- 2. H.V. Jagadish
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,984 | DisC Diversity: Result Diversification based on Dissimilarity and Coverage | 2013 | VLDB | 9.8645751e-05 |
| 6,819 | Skimmer: Rapid Scrolling of Relational Query Results | 2012 | SIGMOD | 4.9105991e-05 |
| 8,206 | Query Expansion Based on Clustered Results | 2011 | VLDB | 4.5542351e-05 |
| 8,614 | Diversity based Relevance Feedback for Time Series Search | 2014 | VLDB | 4.4806551e-05 |
| 10,574 | Holistic query Approximation via RL Modeling | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0015436578 |
| 33 | BIRCH: An Efficient Data Clustering Method for Very Large Databases | 1996 | SIGMOD | 0.00077399244 |
| 277 | Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications | 1998 | SIGMOD | 0.00029356968 |
| 340 | CURE: An Efficient Clustering Algorithm for Large Databases | 1998 | SIGMOD | 0.00026854084 |
| 4,177 | Density Biased Sampling: An Improved Method for Data Mining and Clustering | 2000 | SIGMOD | 6.3768049e-05 |
| 4,506 | Efficiently Answering Top-k Typicality Queries on Large Databases | 2007 | VLDB | 6.1273675e-05 |
| 5,774 | DataScope: Viewing Database Contents in Google Maps’ Way | 2007 | VLDB | 5.3286261e-05 |
| 6,656 | Supporting Ranking and Clustering as Generalized Order-By and Group-By | 2007 | SIGMOD | 4.9691233e-05 |
| 9,572 | DataLens: Making a Good First Impression | 2009 | SIGMOD | 4.321265e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,996 | Probabilistic Ranking of Database Query Results | 2004 | VLDB | 9.8374939e-05 |
| 3,206 | Similarity Evaluation on Tree-structured Data | 2005 | SIGMOD | 7.3855924e-05 |
| 5,624 | A Scalable Index for Top-k Subtree Similarity Queries | 2019 | SIGMOD | 5.4049016e-05 |
| 9,572 | DataLens: Making a Good First Impression | 2009 | SIGMOD | 4.321265e-05 |
| 6,328 | A Comparative Study and Component Analysis of Query Plan Representation Techniques in ML4DB Studies | 2024 | VLDB | 5.1034426e-05 |
| 1,612 | A Unified Approach to Ranking in Probabilistic Databases | 2009 | VLDB | 0.00011142757 |
| 5,988 | Call to Order: A Hierarchical Browsing Approach to Eliciting Users' Preference | 2010 | SIGMOD | 5.2394981e-05 |
| 1,258 | Ordering the Attributes of Query Results | 2006 | SIGMOD | 0.00013001902 |
| 11,253 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB | 4.1905499e-05 |
| 1,606 | Addressing Diverse User Preferences in SQL-Query-Result Navigation | 2007 | SIGMOD | 0.00011175693 |