MC3: A System for Minimization of Classifier Construction Cost
Summary: MC3 is a real-time, interactive system that decides which classifiers to build to minimize labeling and construction cost for a given query workload. It exposes classifier impact in real time, enabling cost-aware, demo-ready optimization for large-scale item search with hidden predicates. (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 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,964 | Classifier Construction Under Budget Constraints | 2022 | SIGMOD | 4.2269436e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,716 | Chimera: Large-Scale Classification using Machine Learning, Rules, and Crowdsourcing | 2014 | VLDB | 0.00010795718 |
| 11,595 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,576 | Supporting Keyword Search in Product Database: A Probabilistic Approach | 2013 | VLDB | 5.0046315e-05 |
| 4,887 | Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior | 2012 | VLDB | 5.8533058e-05 |
| 5,734 | Efficient Algorithms for Crowd-Aided Categorization | 2020 | VLDB | 5.3482904e-05 |
| 11,504 | LES3: Learning-based Exact Set Similarity Search | 2021 | VLDB | 4.1945683e-05 |
| 8,633 | Demonstration: MacroBase, A Fast Data Analysis Engine | 2017 | SIGMOD | 4.4802036e-05 |
| 11,251 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB | 4.1945683e-05 |
| 11,611 | CONCIERGE: Improving Constrained Search Results by Data Melioration | 2020 | VLDB | 4.1945683e-05 |
| 13,214 | Automated Category Tree Construction in E-Commerce | 2022 | SIGMOD | - |
| 9,964 | Classifier Construction Under Budget Constraints | 2022 | SIGMOD | 4.2269436e-05 |
| 11,595 | Minimization of Classifier Construction Cost for Search Queries | 2020 | SIGMOD | 4.1945683e-05 |