Exploring Dark Matter Shadows with AI

May 25, 2022, 8:30 AM


Konstantin Matchev (University of Florida (US))


Transit spectroscopy is the primary tool for inferring the physical parameters and the atmospheric chemical composition of extrasolar planets. I will discuss some recently proposed AI-inspired techniques for exoplanet parameter retrievals, including dimensional analysis, vector component analysis, exploratory data analysis, feature engineering, dimensionality reduction and manifold learning, clustering, anomaly detection and visualization. I will also draw analogies to the corresponding simulation and data analysis chain in high energy physics.

Primary author

Konstantin Matchev (University of Florida (US))


Katia Matcheva (University of Florida) Alex Roman (University of Florida)

Presentation materials