Using taxonomy, discriminants, and signatures for navigating in text databases
Summary: Organizes text collections in a taxonomy for navigation, with documents annotated by dynamic, context-sensitive signatures. Per-node discriminants yield a small, fast multi-level classifier with high accuracy, enabling rapid updates. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Soumen Chakrabarti
- 2. Byron Dom
- 3. Rakesh Agrawal
- 4. Prabhakar Raghavan
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,647 | Enhanced hypertext categorization using hyperlinks | 1998 | SIGMOD | 0.0001100831 |
| 2,330 | Building Hierarchical Classifiers Using Class Proximity | 1999 | VLDB | 9.0229333e-05 |
| 12,668 | An Automated System for Web Portal Personalization | 2002 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 426 | Latent Semantic Indexing: A Probabilistic Analysis | 1998 | PODS | 0.0002350479 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,253 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB | 4.1905499e-05 |
| 1,204 | Efficient Diversity-Aware Search | 2011 | SIGMOD | 0.00013316893 |
| 3,429 | Discovering Topical Structures of Databases | 2008 | SIGMOD | 7.0996766e-05 |
| 4,838 | Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers | 2014 | VLDB | 5.883146e-05 |
| 5,884 | Incrementally Maintaining Classification using an RDBMS | 2011 | VLDB | 5.2864334e-05 |
| 14,045 | Effective and efficient document ranking without using a large lexicon | 1996 | VLDB | - |
| 2,330 | Building Hierarchical Classifiers Using Class Proximity | 1999 | VLDB | 9.0229333e-05 |
| 12,395 | Relaxation in Text Search using Taxonomies | 2008 | VLDB | 4.1905499e-05 |
| 14,314 | Unstructured Data Bases or Very Efficient Text Searching | 1983 | PODS | - |
| 1,647 | Enhanced hypertext categorization using hyperlinks | 1998 | SIGMOD | 0.0001100831 |