Building Hierarchical Classifiers Using Class Proximity
Summary: Proposes class proximity to measure closeness in hierarchical classification, replacing local-split models with a global classifier. Employs generalized association rules as the feature space to encode relations for proximity-aware flat classification. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ke Wang
- 2. Senqiang Zhou
- 3. Shiang Chen Liew
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,046 | TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering | 2008 | VLDB | 9.6920859e-05 |
| 12,689 | Mining Frequent Itemsets Using Support Constraints | 2000 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0010864752 |
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076161096 |
| 227 | Discovery of Multiple-Level Association Rules from Large Databases | 1995 | VLDB | 0.00032284058 |
| 403 | Mining Generalized Association Rules | 1995 | VLDB | 0.00024148455 |
| 1,606 | Enhanced hypertext categorization using hyperlinks | 1998 | SIGMOD | 0.00011174873 |
| 3,485 | Using taxonomy, discriminants, and signatures for navigating in text databases | 1997 | VLDB | 7.0504959e-05 |
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| 11,449 | Data Summarization with Hierarchical Taxonomy | 2021 | SIGMOD | 4.1945683e-05 |
| 13,328 | Scalable Training of Hierarchical Topic Models | 2018 | VLDB | - |
| 5,734 | Efficient Algorithms for Crowd-Aided Categorization | 2020 | VLDB | 5.3482904e-05 |
| 2,019 | Finding Generalized Projected Clusters in High Dimensional Spaces | 2000 | SIGMOD | 9.7707059e-05 |
| 11,639 | Regularizing Conjunctive Features for Classification | 2019 | PODS | 4.1945683e-05 |
| 11,595 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.1945683e-05 |
| 1,606 | Enhanced hypertext categorization using hyperlinks | 1998 | SIGMOD | 0.00011174873 |
| 3,485 | Using taxonomy, discriminants, and signatures for navigating in text databases | 1997 | VLDB | 7.0504959e-05 |