CONCIERGE: Improving Constrained Search Results by Data Melioration
Summary: Constrained search with partial data in e-commerce. CONCIERGE identifies a bounded set of items to elicit from sellers to fill missing attributes, boosting the quality of max-utility constraint-satisfying item-sets while keeping elicitation cost low; validated on real VLDB'20 scenarios. (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. Ido Guy
- 2. Tova Milo
- 3. Slava Novgorodov
- 4. Brit Youngmann
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,222 | Guided Exploration of Data Summaries | 2022 | VLDB | 4.797186e-05 |
| 9,964 | Classifier Construction Under Budget Constraints | 2022 | SIGMOD | 4.2269436e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 101 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.0004955674 |
| 1,716 | Chimera: Large-Scale Classification using Machine Learning, Rules, and Crowdsourcing | 2014 | VLDB | 0.00010795718 |
| 3,263 | QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications | 2015 | SIGMOD | 7.3097573e-05 |
| 7,023 | Hear the Whole Story: Towards the Diversity of Opinion in Crowdsourcing Markets | 2015 | VLDB | 4.8576599e-05 |
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