The Bayesian approach to inverse problems with functional unknowns, has received significant attention in recent years. An important component of the developing theory is study asymptotic performance posterior distribution frequentist setting. present paper contributes area by formulating a contraction for linear problems, truncated Gaussian series priors, and under general smoothness assumptio...

Gaussian processes (GPs) serve as flexible surrogates for complex surfaces, but buckle under the cubic cost of matrix decompositions with big training data sizes. Geospatial and machine learning communities suggest pseudo-inputs, or inducing points, one strategy to obtain an approximation easing that computational burden. However, we show how placement points their multitude can be thwarted by ...

In this study, we focus on the effects of fuel bed representation and fire heat smoke distribution in a coupled fire-atmosphere simulation platform for two landscape-scale fires: 2018 Camp Fire 2021 Caldor Fire. The WRF-Fire currently includes only surface fuels. Thus, enhance model by adding canopy characteristics release, which method to calculate generated from consumption is developed imple...

Gaussian processes (GP) regression is a powerful probabilistic tool for modeling nonlinear dynamical systems. The downside of the method its cubic computational complexity with respect to training data that can be partially reduced using pseudo-inputs. dynamics represented an autoregressive model, which simplifies static case. When simulating uncertainty propagated through function and simulati...

A possible way of generating nonclassical states light is via the truncation a given state in Fock basis. In recent work, we presented an alternative scheme for such quantum scissors [ Phys. Rev. 104 , 033715 ( 2021 ) PLRAAN 1050-2947 10.1103/PhysRevA.104.033715 ], employing nondegenerate parametric amplifier, beam splitter, and photodetectors. An advantage this setup that it does not require g...

Introduction: Glycoprotein B (gB) is the major antigen for induction of humoral responses against human cytomegalovirus (HCMV) making it an attractive candidate for immune prophylaxis. In the present study, the humoral immune response of BALB/c mice to a truncated HCMV gB protein fused with GFP was evaluated. Methods: The truncated gB coding sequence was synthesized and cloned in pEGFPN1 eukary...