Research map / Learning theory and algorithms / Submodular and game algorithms
Preventing Illegal Logging: Simultaneous Optimization of Resource Teams and Tactics for Security
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use FORTIFY hierarchical search instead of sequential evaluation of all teams | team selection (SORT) · grid and geometric random graphs | runtime | Helped |
| add the compact layer to FORTIFY (ablation) | FORTIFY · grid graphs | runtime | Helped |
| remove compact layer at small budgets (ablation) | FORTIFY · small budgets | runtime | Mixed |
| optimize team composition instead of uniform random team | FORTIFY · G4,4,4,4 and R25,4,4,0.1 | game value: almost 300% loss in solution quality at budget 25 without team optimization | Helped |
| optimize team composition instead of random teams | FORTIFY · Madagascar graph | game value | Helped |
| increase budget from 10 to 40 | FORTIFY · Madagascar graph | runtime: 203 -> 3675 | Hurt |
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