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 (Tel Aviv University)
- 2. Tova Milo (Tel Aviv University)
- 3. Slava Novgorodov (eBay)
- 4. Kathy Razmadze (Tel Aviv University)
BibTeX Citation
@inproceedings{gershtein_sigmod22,
title = {{Classifier Construction Under Budget Constraints}},
author = {Gershtein, Shay and Milo, Tova and Novgorodov, Slava and Razmadze, Kathy},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517863},
url = {https://dl.acm.org/doi/10.1145/3514221.3517863},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,043 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 5.0921006e-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 | 0.00071084324 |
| 923 | Materialized View Selection and Maintenance Using Multi-Query Optimization | 2001 | SIGMOD | 0.00013064753 |
| 2,259 | Chimera: Large-Scale Classification using Machine Learning, Rules, and Crowdsourcing | 2014 | VLDB | 8.7362234e-05 |
| 3,259 | On the Complexity of the View-Selection Problem | 1999 | PODS | 7.4855259e-05 |
| 4,503 | Incremental View Maintenance over Array Data | 2017 | SIGMOD | 6.5734419e-05 |
| 12,079 | MC3: A System for Minimization of Classifier Construction Cost | 2020 | SIGMOD | 4.9793485e-05 |
| 12,092 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.9793485e-05 |
| 12,108 | CONCIERGE: Improving Constrained Search Results by Data Melioration | 2020 | VLDB | 4.9793485e-05 |
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| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,142 | A Cost-based Optimizer for Gradient Descent Optimization | 2017 | SIGMOD |
| 2 | 6,629 | Budget Constrained Interactive Search for Multiple Targets | 2021 | VLDB |
| 3 | 8,183 | On the Complexity of Package Recommendation Problems | 2012 | PODS |
| 4 | 12,134 | Regularizing Conjunctive Features for Classification | 2019 | PODS |
| 5 | 10,063 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB |
| 6 | 4,968 | Budget-aware Index Tuning with Reinforcement Learning | 2022 | SIGMOD |
| 7 | 5,570 | Efficient Algorithms for Crowd-Aided Categorization | 2020 | VLDB |
| 8 | 12,079 | MC3: A System for Minimization of Classifier Construction Cost | 2020 | SIGMOD |
| 9 | 13,731 | Automated Category Tree Construction in E-Commerce | 2022 | SIGMOD |
| 10 | 12,092 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD |