16 citations · 78 across the 28 of their papers we have counts for
3 papers · 1 filter
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression
Zhongtian Dong, Kyoungchul Kong, Konstantin T. Matchev +1
We demonstrate the use of symbolic regression in deriving analytical formulas, which are needed at various stages of a typical experimental analysis in collider phenomenology. As a…
Transverse Vector Decomposition Method for Analytical Inversion of Exoplanet Transit Spectra
Konstantin T. Matchev, Katia Matcheva, Alexander Roman
We develop a new method for analytical inversion of binned exoplanet transit spectra and for retrieval of planet parameters. The method has a geometrical interpretation and treats…
Unsupervised Machine Learning for Exploratory Data Analysis of Exoplanet Transmission Spectra
Konstantin T. Matchev, Katia Matcheva, Alexander Roman
Transit spectroscopy is a powerful tool to decode the chemical composition of the atmospheres of extrasolar planets. In this paper we focus on unsupervised techniques for analyzing…