7 Matching Annotations
  1. Dec 2025
    1. This research encompasses a thorough examination of 5595 confirmed exoplanets listed in the Archive as of 10 March 2024, systematically evaluated according to their calculated average surface temperatures and stellar classifications of their host stars, taking into account the biases implicit in the methodologies used for their discovery. Machine learning, in the form of a Random Forest classifier and an XGBoost classifier, is applied in the classification with high accuracies. The feature importance analysis indicates that our approach captures the most important parameters for habitability classification.

      I do wonder about this statement "our approach captures the most important parameters" - at least in their study.

  2. Sep 2024
  3. Aug 2023
  4. Sep 2017
    1. The UV radiation rates emanating from the host star in the TRAPPIST-1 system are large enough to have caused the planets to have hemorrhaged large amounts of water over time. The inner planets of the system, TRAPPIST-1b and -TRAPPIST-1c, could have lost more than 20 times the amount of water contained in Earth’s oceans over the course of 8 billion years.

      Following the developments on the planets in the TRAPPIST system are so interesting. It's hard to believe that the examination of exoplanets is so recent!

  5. Mar 2017
  6. Feb 2017