Model-Data Ecosystems: Challenges, Tools, and Trends
Summary: Survey of "model-data ecosystems" where large-scale simulations and data management co-evolve, highlighting challenges from simulations that consume and produce massive data and must integrate domain expertise. Examines data-intensive simulation methods, simulation–data integration, and metamodeling to steer simulation-driven data generation and targeted real-world data collection. (summarized by gpt-5-mini on Feb 09 2026)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 483 | Clio Grows Up: From Research Prototype to Industrial Tool | 2005 | SIGMOD | 0.00022125107 |
| 1,158 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.0001361064 |
| 3,196 | Algebraic Manipulation of Scientific Datasets | 2004 | VLDB | 7.4017366e-05 |
| 3,626 | Behavioral Simulations in MapReduce | 2010 | VLDB | 6.9047458e-05 |
| 4,844 | Data is Dead… Without What-If Models | 2011 | VLDB | 5.8813803e-05 |
| 5,969 | MCDB-R: Risk Analysis in the Database | 2010 | VLDB | 5.2489117e-05 |
| 6,749 | Evaluation of Probabilistic Threshold Queries in MCDB | 2010 | SIGMOD | 4.9396725e-05 |
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