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Balancing Variety and Sample Size: Optimal Parameter Sampling for Ariel Target Selection

  • Authors: Emilie Panek, Alexander Roman, Katia Matcheva, Konstantin T. Matchev, Nicolas B. Cowan

Emilie Panek et al 2026 The Planetary Science Journal 7 .

  • Provider: AAS Journals

Caption: Figure 8.

One-parameter exercise. Subpopulations of selected planets (in orange) for the leverage objective function (6), using alternative heuristics for maximizing the leverage objective function: regular classes (Section 3.3.1, top left panel), quantile classes (Section 3.3.2, top right panel), K-means clustering (Section 3.3.3, bottom-left panel), and simulated annealing (Section 3.3.5, bottom right panel). The selection using the leverage-greedy algorithm of Section 3.3.4 was already shown in the bottom panel of Figure 7.

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