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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Authors
- 1. Peter J. Haas (IBM)
BibTeX Citation
@inproceedings{haas_pods14,
address = {New York, NY, USA},
series = {{PODS} '14},
title = {{Model-Data Ecosystems: Challenges, Tools, and Trends}},
url = {https://dl.acm.org/doi/10.1145/2594538.2594562},
doi = {10.1145/2594538.2594562},
booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
publisher = {Association for Computing Machinery},
author = {Haas, Peter J.},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 480 | Clio Grows Up: From Research Prototype to Industrial Tool | 2005 | SIGMOD | 0.00017608007 |
| 1,009 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.00012539827 |
| 4,141 | Behavioral Simulations in MapReduce | 2010 | VLDB | 6.7841596e-05 |
| 4,271 | Algebraic Manipulation of Scientific Datasets | 2004 | VLDB | 6.6929247e-05 |
| 5,409 | Data is Dead… Without What-If Models | 2011 | VLDB | 6.1411964e-05 |
| 5,797 | MCDB-R: Risk Analysis in the Database | 2010 | VLDB | 5.9907755e-05 |
| 7,050 | Evaluation of Probabilistic Threshold Queries in MCDB | 2010 | SIGMOD | 5.6132096e-05 |
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