Stochastic Data Acquisition for Answering Queries as Time Goes by
Summary: Sequential decision making: when to acquire data vs reuse stale results to answer time-evolving queries under costs. Proposes RL and tailored locality-sensitive hashing; experiments on two real datasets show effective cost–accuracy trade-offs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zheng Li
- 2. Tingjian Ge
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,181 | Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis | 2019 | VLDB | 4.3792262e-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 |
|---|---|---|---|---|
| 477 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00022205608 |
| 745 | Adaptive Precision Setting for Cached Approximate Values | 2001 | SIGMOD | 0.00017215095 |
| 2,746 | Toward Practical Query Pricing with QueryMarket | 2013 | SIGMOD | 8.1824056e-05 |
| 5,565 | Determining the Currency of Data | 2011 | PODS | 5.4298528e-05 |
| 5,583 | Challenges and Opportunities with Big Data | 2012 | VLDB | 5.4207742e-05 |
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Semantically Similar Papers
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| 12,892 | Learning Efficient Query Processing Strategies | 1992 | PODS | 4.1905499e-05 |
| 5,022 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB | 5.7479778e-05 |
| 9,222 | Intelligent Agents for Data Exploration | 2024 | VLDB | 4.366098e-05 |
| 4,522 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1109228e-05 |
| 5,386 | Selective Data Acquisition in the Wild for Model Charging | 2022 | VLDB | 5.5346315e-05 |
| 11,607 | Demand-based Sensor Data Gathering with Multi-Query Optimization | 2020 | VLDB | 4.1905499e-05 |
| 5,965 | Automatic Data Acquisition for Deep Learning | 2021 | VLDB | 5.2476363e-05 |
| 477 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00022205608 |
| 9,695 | The Data Interaction Game | 2018 | SIGMOD | 4.298211e-05 |
| 3,754 | Data Acquisition for Improving Machine Learning Models | 2021 | VLDB | 6.7830341e-05 |