196 citations · 699 across the 80 of their papers we have counts for
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cs.IT2012★ 30 cited
State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction
Jouni Hartikainen, Mari Seppanen, Simo Sarkka
Latent force models (LFMs) are flexible models that combine mechanistic modelling principles (i.e., physical models) with non-parametric data-driven components. Several key applica…
cs.LG2012★ 16 cited
Sequential Inference for Latent Force Models
Jouni Hartikainen, Simo Sarkka
Latent force models (LFMs) are hybrid models combining mechanistic principles with non-parametric components. In this article, we shall show how LFMs can be equivalently formulated…