Classifier Construction Under Budget Constraints
Summary: Classifier construction for scalable item search: queries have scores and classifiers incur costs, selecting a budgeted set to maximize total score. Hardness results and a heuristic validated on public and e-commerce data with analyst costs and scores. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shay Gershtein
- 2. Tova Milo
- 3. Slava Novgorodov
- 4. Kathy Razmadze
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,806 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 4.2805224e-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 |
|---|---|---|---|---|
| 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 |
| 4,574 | Incremental View Maintenance over Array Data | 2017 | SIGMOD | 6.0738556e-05 |
| 11,581 | MC3: A System for Minimization of Classifier Construction Cost | 2020 | SIGMOD | 4.1945683e-05 |
| 11,595 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.1945683e-05 |
| 11,611 | CONCIERGE: Improving Constrained Search Results by Data Melioration | 2020 | VLDB | 4.1945683e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,986 | A Cost-based Optimizer for Gradient Descent Optimization | 2017 | SIGMOD | 4.8727048e-05 |
| 6,584 | Budget Constrained Interactive Search for Multiple Targets | 2021 | VLDB | 5.0027686e-05 |
| 7,770 | On the Complexity of Package Recommendation Problems | 2012 | PODS | 4.6562597e-05 |
| 11,639 | Regularizing Conjunctive Features for Classification | 2019 | PODS | 4.1945683e-05 |
| 11,251 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB | 4.1945683e-05 |
| 5,686 | Budget-aware Index Tuning with Reinforcement Learning | 2022 | SIGMOD | 5.3712312e-05 |
| 5,734 | Efficient Algorithms for Crowd-Aided Categorization | 2020 | VLDB | 5.3482904e-05 |
| 11,581 | MC3: A System for Minimization of Classifier Construction Cost | 2020 | SIGMOD | 4.1945683e-05 |
| 13,214 | Automated Category Tree Construction in E-Commerce | 2022 | SIGMOD | - |
| 11,595 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.1945683e-05 |