Pareto Frontiers
paretomulti-objective-optimizationalgorithmsdecision-making
Abstraction: Multi-objective optimality boundary identifying non-dominated algorithm trade-offs
Key points:
- A Pareto frontier contains all solutions where no other solution is strictly better in every dimension simultaneously
- A solution not on the Pareto frontier is dominated — another option exists that is at least as good in all ways and strictly better in at least one
- Pareto fronts extend to any number of dimensions (speed, accuracy, cost, implementation time, etc.)
- The frontier defines the set of solutions that can be rationally argued for; off-frontier solutions have no defensible justification
- Useful in CS and philosophy for understanding what "optimal" means when multiple competing criteria exist
Connections: Pareto Frontier · Multi Objective Optimization
Source: https://london-lowmanstone.medium.com/pareto-frontiers-3b7854e450ff