The composition of multiple Gaussian Processes as a Deep Gaussian Process (DGP) enables a deep probabilistic nonparametric approach to flexibly tackle complex machine learning problems with sound quantification of uncertainty. Existing inference approaches for DGP models have limited scalability and are notoriously cumbersome to construct. In this work we introduce a novel formulation of DGPs b...

The composition of multiple Gaussian Processes as a Deep Gaussian Process (DGP) enables a deep probabilistic approach to flexibly quantify uncertainty and carry out model selection in various learning scenarios. In this work, we introduce a novel formulation of DGPs based on random Fourier features that we train using stochastic variational inference. Our proposal yields an efficient way of tra...

Given a weighted undirected graph G = (V,E,d) with d : E → Q+ and a positive integer K, the Distance Geometry Problem (DGP) asks to find an embedding x : V → R of G such that for each edge {i, j} we have ‖xi − x j‖ = di j. Saxe proved in 1979 that the DGP is NP-complete with K = 1 and doubted the applicability of the Turing machine model to the case with K > 1, because the certificates for YES ...

Generic programming [14, 10] is a matter of making programs more adaptable by making them more general. In particular, it consists of allowing a wider variety of entities as parameters than is available in more traditional programming languages. The most popular instantiation of generic programming today is through the C++ Standard Template Library (stl) of container classes and generic algorit...

This study compared domestic guinea pigs (Cavia aperea f. porcellus; DGP) and two different populations of the wild cavy (Cavia aperea), its ancestor, to examine whether rearing of wild mammals in captivity affects their behavior and physiological stress responses. One population of wild cavies consisted of wild-trapped animals and their first laboratory-reared offspring (WGP-1). The animals of...

INTRODUCTION Celiac disease (CD) prevalence is increasing but the disorder remains undiagnosed. The study compares CD serology markers requested by General Practitioners (GPs) over time and geographical areas. The aim of the current research is to assess the inter-practice and temporal variability in the request of CD serology markers by GPs in Spain, and the differences between regions. MATE...

INTRODUCTION Irritable bowel syndrome (IBS) and celiac disease (CD) share some gastrointestinal symptoms. Celiac disease should be considered in a differential diagnosis of IBS. AIM To estimate the prevalence of predispositions to CD in patients with IBS and its subtypes. MATERIAL AND METHODS The study included 48 patients (40 women, 8 men; average age: 41.1 ±14.6 years) with IBS, and a con...

OBJECTIVES The purpose of the study is to assess both the approximate lethal dose and the single dose intramuscular injection toxicity of Danggui (Angelica gigantis radix) pharmacopuncture (DGP) in Sprague-Dawley (SD) rats. METHODS The experiments were conducted at the good laboratory practice (GLP) laboratory, Biotoxtech Co., which is a laboratory approved by the ministry of food and drug sa...