196 citations · 699 across the 80 of their papers we have counts for
5 papers · 1 filter
RSS Models for Respiration Rate Monitoring
Hüseyin Yiğitler, Ossi Kaltiokallio, Roland Hostettler +3
Received signal strength based respiration rate monitoring is emerging as an alternative non-contact technology. These systems make use of the radio measurements of short-range com…
Numerical Integration as a Finite Matrix Approximation to Multiplication Operator
Juha Sarmavuori, Simo Särkkä
In this article, numerical integration is formulated as evaluation of a matrix function of a matrix that is obtained as a projection of the multiplication operator on a finite-dime…
Gaussian Process Latent Force Models for Learning and Stochastic Control of Physical Systems
Simo Särkkä, Mauricio A. Álvarez, Neil D. Lawrence
This article is concerned with learning and stochastic control in physical systems which contain unknown input signals. These unknown signals are modeled as Gaussian processes (GP)…
Student-t Process Quadratures for Filtering of Non-Linear Systems with Heavy-Tailed Noise
Jakub Prüher, Filip Tronarp, Toni Karvonen +2
The aim of this article is to design a moment transformation for Student- t distributed random variables, which is able to account for the error in the numerically computed mean. W…
Fully symmetric kernel quadrature
Toni Karvonen, Simo Särkkä
Kernel quadratures and other kernel-based approximation methods typically suffer from prohibitive cubic time and quadratic space complexity in the number of function evaluations. T…