Minimization of Classifier Construction Cost for Search Queries
Summary: Minimize classifier construction cost for search over massive item sets by selecting which classifiers to train under non-uniform costs. Proves NP-hard inapproximability; presents approximation algorithms with guarantees and an exact algorithm for a common special case, validated on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Shay Gershtein
- 2. Tova Milo
- 3. Gefen Morami
- 4. Slava Novgorodov
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,964 | Classifier Construction Under Budget Constraints | 2022 | SIGMOD | 4.2269436e-05 |
| 11,581 | MC3: A System for Minimization of Classifier Construction Cost | 2020 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11 | Implementing Data Cubes Efficiently | 1996 | SIGMOD | 0.0011708144 |
| 1,112 | Materialized View Selection and Maintenance Using Multi-Query Optimization | 2001 | SIGMOD | 0.00013917776 |
| 1,716 | Chimera: Large-Scale Classification using Machine Learning, Rules, and Crowdsourcing | 2014 | VLDB | 0.00010795718 |
| 3,074 | On the Complexity of the View-Selection Problem | 1999 | PODS | 7.6110034e-05 |
| 9,055 | GOLDRUSH: Rule Sharing System for Fraud Detection | 2018 | VLDB | 4.4039656e-05 |
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