PRPriyanka Roy
Priyanka Roy
*This is an algorithmically generated author record based on publicly available information.
Priyanka Roy has a total of 1 co-authors. Here are the top co-authors by number of shared publications:
- Susanne Saminger-Platz
Johannes Kepler University Linz
1 shared publication
Latest Publications
- Open Access
Online Regularized Learning Algorithms in RKHS with $β$- and $φ$-Mixing Sequences
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 where the degree of dependence is measured by mixing coefficients. As a representative example, we analyze a strictly stationary Markov chain, where the dependence structure is characterized by the \(φ\)- and \(β\)-mixing coefficients. Under these assumptions, we derive probabilistic upper bounds as well as convergence rates for both the exponential and polynomial decay of the mixing coefficients.Open AccessOnline Regularized Learning Algorithms in RKHS with $β$- and $φ$-Mixing Sequences
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 where the degree of dependence is measured by mixing coefficients. As a representative example, we analyze a strictly stationary Markov chain, where the dependence structure is characterized by the \(φ\)- and \(β\)-mixing coefficients. Under these assumptions, we derive probabilistic upper bounds as well as convergence rates for both the exponential and polynomial decay of the mixing coefficients.