no code implementations • 21 Jun 2021 • Maximilian Autenrieth, David A. van Dyk, Roberto Trotta, David C. Stenning
We propose a simple, statistically principled, and theoretically justified method to improve supervised learning when the training set is not representative, a situation known as covariate shift.
1 code implementation • 2 Sep 2020 • Christian Gilbertson, Eric B. Ford, David E. Jones, David C. Stenning
Rajpaul et al. (2015) and Jones et al. (2017) proposed applying a physically motivated, multivariate Gaussian process (GP) to jointly model the apparent Doppler shift and multiple indicators of stellar activity as a function of time, so as to separate the planetary signal from various forms of stellar variability.
Gaussian Processes Time Series Analysis Instrumentation and Methods for Astrophysics Earth and Planetary Astrophysics Solar and Stellar Astrophysics