PROBABILISTIC FORECASTING OF THE MASSES AND RADII OF OTHER WORLDS
Abstract
ABSTRACT Mass and radius are two of the most fundamental properties of an astronomical object. Increasingly, new planet discoveries are being announced with a measurement of one of these quantities, but not both. This has led to a growing need to forecast the missing quantity using the other, especially when predicting the detectability of certain follow-up observations. We present an unbiased forecasting model built upon a probabilistic mass–radius relation conditioned on a sample of 316 well-constrained objects. Our publicly available code, Forecaster , accounts for observational errors, hyper-parameter uncertainties, and the intrinsic dispersions observed in the calibration sample. By conditioning our model…
Citation impact
- FWCI
- 24.59
- Percentile
- 100%
- References
- 182
Authors
2- JCJingjing ChenCorresponding
Columbia University
- DKDavid Kipping
Columbia University
Topics & keywords
- Jovian
- Dwarf planet
- Planet
- Brown dwarf
- Probabilistic logic
- RADIUS
- Calibration
- Sample (material)