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cs.LG2023★ 5 cited
Gaussian Process-Gated Hierarchical Mixtures of Experts
Yuhao Liu, Marzieh Ajirak, Petar Djuric
In this paper, we propose novel Gaussian process-gated hierarchical mixtures of experts (GPHMEs). Unlike other mixtures of experts with gating models linear in the input, our model…
cs.LG2023★ 13 cited
Sequential Estimation of Gaussian Process-based Deep State-Space Models
Yuhao Liu, Marzieh Ajirak, Petar Djuric
We consider the problem of sequential estimation of the unknowns of state-space and deep state-space models that include estimation of functions and latent processes of the models.…