Hypervolume approximation

Versione 1.0.0.0 (1,32 KB) da Simone
Hypervolume indicator of a Pareto frontier.
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Aggiornato 15 apr 2015

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Approximates the hypervolume of a Pareto frontier. First, it generates
random samples in the hypercuboid defined by the utopia and antiutopia
points. Second, it counts the number of samples dominated by the front.
The hypervolume is approximated as the ratio 'dominated points / total
points'.
Please notice that the choice of the utopia and antiutopia point is
crucial: using points very far from the frontier will result in similar
hypervolume even for very different frontiers (if the utopia is too far
away, the hypervolume will be always low; if the antiutopia is too far
away, the hypervolume will be always high).
Also, frontier points "beyond" the reference points will not be counted
for the approximation (e.g., if the antiutopia is above the frontier or
the utopia is below, the hypervolume will be 0).
Inputs:
- F : the Pareto front to evaluate
- AU : antiutopia point
- U : utopia point
- N : number of sample for the approximation

Outputs:
- hv : hypervolume

Cita come

Simone (2024). Hypervolume approximation (https://www.mathworks.com/matlabcentral/fileexchange/50517-hypervolume-approximation), MATLAB Central File Exchange. Recuperato .

Compatibilità della release di MATLAB
Creato con R2012b
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Ispirato da: Hypervolume Indicator

Ispirato: Hypervolume Approximation (MEX)

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Versione Pubblicato Note della release
1.0.0.0