Behavioral Simulations in MapReduce

Summary: BRACE extends MapReduce for large-scale behavioral simulations, using spatial locality and iterated spatial joins to cut communication and scale well. BRASIL, an agent-based language, compiles to a dataflow plan for parallelization and optimization. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10331
Venue: VLDB
Year: 2010
Pagerank: 6.9380465e-05
Overall Rank: 4,047 | 72.24%
DOI: 10.14778/1920841.1920962

Incoming Non-self Citations Over Time

Authors

1. Guozhang Wang (Cornell University)
2. Marcos Vaz Salles (Cornell University)
3. Benjamin Sowell (Cornell University)
4. Xun Wang (Cornell University)
5. Tuan Cao (Cornell University)
6. Alan Demers (Cornell University)
7. Johannes Gehrke (Cornell University)
8. Walker White (Cornell University)

BibTeX Citation

@article{wang_vldb10,
        title = {{Behavioral Simulations in MapReduce}},
        author = {Wang, Guozhang and Salles, Marcos Vaz and Sowell, Benjamin and Wang, Xun and Cao, Tuan and Demers, Alan and Gehrke, Johannes and White, Walker},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        doi = {10.14778/1920841.1920962},
        url = {https://doi.org/10.14778/1920841.1920962},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
993	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.00012789598
1,255	Fast Checkpoint Recovery Algorithms for Frequently Consistent Applications	2011	SIGMOD	0.00011472627
1,474	Asynchronous Large-Scale Graph Processing Made Easy	2013	CIDR	0.0001066385
2,539	Minimal MapReduce Algorithms	2013	SIGMOD	8.4526595e-05
4,740	An Experimental Analysis of Iterated Spatial Joins in Main Memory	2013	VLDB	6.5283833e-05
5,286	Data is Dead… Without What-If Models	2011	VLDB	6.282151e-05
6,382	The Era of Big Spatial Data	2017	VLDB	5.8915267e-05
12,166	Model-Data Ecosystems: Challenges, Tools, and Trends	2014	PODS	5.093636e-05
12,263	ClouDiA: A Deployment Advisor for Public Clouds	2013	VLDB	5.093636e-05
12,374	BRRL: A Recovery Library for Main-Memory Applications in the Cloud	2011	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
72	Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters	2007	SIGMOD	0.00037695852
98	Encapsulation of Parallelism in the Volcano Query Processing System	1990	SIGMOD	0.00034510605
972	Declarative Networking: Language, Execution and Optimization	2006	SIGMOD	0.00012874501
2,205	Conceptual Partitioning: An Efficient Method for Continuous Nearest Neighbor Monitoring	2005	SIGMOD	8.9591376e-05
4,702	On the Complexity of Nonrecursive XQuery and Functional Query Languages on Complex Values	2005	PODS	6.5549225e-05
7,877	Scaling Games to Epic Proportions	2007	SIGMOD	5.5248563e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	4,260	Set Similarity Joins on MapReduce: An Experimental Survey	2018	VLDB
2	2,539	Minimal MapReduce Algorithms	2013	SIGMOD
3	956	Parallelizing Sequential Graph Computations	2017	SIGMOD
4	6,599	Adaptive Asynchronous Parallelization of Graph Algorithms	2018	SIGMOD
5	10,797	Using Process Calculus for Optimizing Data and Computation Sharing in Complex Stateful Parallel Computations	2025	SIGMOD
6	1,257	Automatic Optimization for MapReduce Programs	2011	VLDB
7	44	A Comparison of Approaches to Large-Scale Data Analysis	2009	SIGMOD
8	72	Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters	2007	SIGMOD
9	1,474	Asynchronous Large-Scale Graph Processing Made Easy	2013	CIDR
10	11,400	Generalizing Bulk-Synchronous Parallel Processing for Data Science: From Data to Threads and Agent-Based Simulations	2023	SIGMOD