3 papers
stat.ML2025
Online Regularized Learning Algorithms in RKHS with - and -Mixing Sequences
Priyanka Roy, Susanne Saminger-Platz
In this paper, we study an online regularized learning algorithm in a reproducing kernel Hilbert spaces (RKHS) based on a class of dependent processes. We choose such a process whe…
stat.ML2025
Gradient Descent Algorithm in Hilbert Spaces under Stationary Markov Chains with - and -Mixing
Priyanka Roy, Susanne Saminger-Platz
In this paper, we study a strictly stationary Markov chain gradient descent algorithm operating in general Hilbert spaces. Our analysis focuses on the mixing coefficients of the un…
stat.ML2024
Markov Chain Gradient Descent in Hilbert Spaces
Priyanka Roy, Susanne Saminger-Platz
In this paper, we study a Markov chain-based stochastic gradient algorithm in general Hilbert spaces, aiming at approximating the optimal solution of a quadratic loss function. We…