An introduction to Gaussian processes for the Kalman filter expert
We examine the close relationship between Gaussian processes and the Kalman filter and show how Gaussian processes can be interpreted using familiar Kalman filter mathematical concepts. We use this insight to develop a novel hybrid filter, which we call the KFGP, for spatial-temporal modelling. The...
Main Authors: | Reece, S, Roberts, S |
---|---|
Format: | Journal article |
Language: | English |
Published: |
2010
|
Similar Items
-
An Introduction to Kalman Filters
by: G C Dean
Published: (1986-03-01) -
Kalman Filtering With Delayed Measurements in Non-Gaussian Environments
by: Sumanta Kumar Nanda, et al.
Published: (2021-01-01) -
An Extended Kalman Filter for Magnetic Field SLAM Using Gaussian Process Regression
by: Frida Viset, et al.
Published: (2022-04-01) -
The mean-field ensemble Kalman filter: near-Gaussian setting
by: Carrillo, JA, et al.
Published: (2022) -
Autonomous Excavation of Rocks Using a Gaussian Process Model and Unscented Kalman Filter
by: Sotiropoulos, Filippos E., et al.
Published: (2020)