Abstract: The currently known generalized Gaussian distributions (GGD) with an augmented quaternion random variable are based on the 3D GGD distribution. That is, they are based on random variables ...

Abstract: The performance of traditional multivariate statistical process monitoring (MSPM) approaches highly depends on data quality. Due to noise disturbance, sensor drift, and some circumstance ...

Gaussian sampling—that is, generating samples from a Gaussian distribution—appears in many cutting-edge fields of data science, such as Gaussian process, variational autoencoders, or generative ...

GaussianFormer proposes the 3D semantic Gaussians as a more efficient object-centric representation for driving scenes compared with 3D occupancy. Considering the universal approximating ability of ...