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)
Incoming Non-self Citations Over Time
Authors
- 1. Guozhang Wang
- 2. Marcos Vaz Salles
- 3. Benjamin Sowell
- 4. Xun Wang
- 5. Tuan Cao
- 6. Alan Demers
- 7. Johannes Gehrke
- 8. Walker White
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,165 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.00013567206 |
| 1,434 | Fast Checkpoint Recovery Algorithms for Frequently Consistent Applications | 2011 | SIGMOD | 0.00011988283 |
| 1,449 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.00011928716 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 4,741 | An Experimental Analysis of Iterated Spatial Joins in Main Memory | 2013 | VLDB | 5.951386e-05 |
| 4,844 | Data is Dead… Without What-If Models | 2011 | VLDB | 5.8757301e-05 |
| 5,985 | The Era of Big Spatial Data | 2017 | VLDB | 5.2399365e-05 |
| 11,976 | Model-Data Ecosystems: Challenges, Tools, and Trends | 2014 | PODS | 4.1905499e-05 |
| 12,073 | ClouDiA: A Deployment Advisor for Public Clouds | 2013 | VLDB | 4.1905499e-05 |
| 12,187 | BRRL: A Recovery Library for Main-Memory Applications in the Cloud | 2011 | SIGMOD | 4.1905499e-05 |
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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 |
|---|---|---|---|---|
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010668335 |
| 113 | Encapsulation of Parallelism in the Volcano Query Processing System | 1990 | SIGMOD | 0.0004673401 |
| 774 | Declarative Networking: Language, Execution and Optimization | 2006 | SIGMOD | 0.00016775162 |
| 2,342 | Conceptual Partitioning: An Efficient Method for Continuous Nearest Neighbor Monitoring | 2005 | SIGMOD | 9.0005088e-05 |
| 4,612 | On the Complexity of Nonrecursive XQuery and Functional Query Languages on Complex Values | 2005 | PODS | 6.0428289e-05 |
| 7,404 | Scaling Games to Epic Proportions | 2007 | SIGMOD | 4.7336249e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,752 | Set Similarity Joins on MapReduce: An Experimental Survey | 2018 | VLDB | 5.9396804e-05 |
| 441 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.00023172424 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 6,834 | Adaptive Asynchronous Parallelization of Graph Algorithms | 2018 | SIGMOD | 4.9072544e-05 |
| 10,534 | Using Process Calculus for Optimizing Data and Computation Sharing in Complex Stateful Parallel Computations | 2025 | SIGMOD | 4.1905499e-05 |
| 1,281 | Automatic Optimization for MapReduce Programs | 2011 | VLDB | 0.00012837411 |
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073570328 |
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010668335 |
| 1,449 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.00011928716 |
| 11,200 | Generalizing Bulk-Synchronous Parallel Processing for Data Science: From Data to Threads and Agent-Based Simulations | 2023 | SIGMOD | 4.1905499e-05 |