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A Machine Learning Approach to Exoplanet Atmospheric Retrieval: Application to Optical Filter Ranking

  • Authors: Patcharawee Munsaket, Supachai Awiphan, Poemwai Chainakun, Eamonn Kerins, Napaporn A-thano

Patcharawee Munsaket et al 2026 The Astronomical Journal 172 .

  • Provider: AAS Journals

Caption: Figure 4.

Example of the R2 scores obtained for each hyperparameter combination of the second-stage model with Rp ∈ [0.8, 1.0) RJ, where the y-axis is the number of estimators and the x-axis is the maximum depth. The color scale represents the mean R2 value across all predicted parameters, with darker colors indicating higher accuracy. The best-performing model in this grid has 1000 estimators and a maximum depth of 46, yielding an R2 = 0.826.

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