Exact inference in Bayesian neural networks is non analytic to compute, approximate methods such as the evidence procedure, Monte-Carlo sampling and varia-tional inference have been proposed. In this paper we present a general overview of the Bayesian approach, with a particular emphasis on the variational procedure. We then present a new approximating distribution based on mixtures of Gaussian...

Narman district is located at Eastern Anatolia Region of Turkey. Average altitude 1650 m, annual total precipitation about 420 mm. In study area main economic activity animal husbandry and production has made traditional practices, based on rangelands. This carried out to determine honey plants, frequently visited by bees in 20 different locations Narman. Total 56 plant species were determined ...

We report here the assembly of a northern spotted owl (Strix occidentalis caurina) genome. We generated Illumina paired-end sequence data at 90× coverage using nine libraries with insert lengths ranging from ∼250 to 9,600 nt and read lengths from 100 to 375 nt. The genome assembly is comprised of 8,108 scaffolds totaling 1.26 × 109 nt in length with an N50 length of 3.98 × 106 nt. We calculated...

—We used a bird-song simulation system to experimentally assess the effects of habitat, vegetation structure, and background noise on detection probability in aural avian point counts. We simulated bird songs of seven species in two habitats (mixed pine–hardwood forest and deciduous forest) and two leaf conditions (leaves on and leaves off) with two levels of background noise (~40 dB and ~50 dB...

Metalliferous mining activities generate a large amount of waste. This waste usually has high concentrations pollutants such as metal(oid)s associated with the extractive processes, which, if not properly treated and reclaimed, put ecosystem population at risk. One most used techniques for mine reclamation is aided phytostabilization, which based on use plants that immobilize metals in soil/roo...

Expert Panel on Radiation Oncology–Gynecology: Larissa J. Lee, MD; Anuja Jhingran, MD; Elizabeth Kidd, MD; David K. Gaffney, MD, PhD; Higinia Rosa Cardenes, MD, PhD; Mohamed A. Elshaikh, MD; Beth Erickson, MD; Nina A. Mayr, MD; David Moore, MD; Ajmel A. Puthawala, MD; Gautam G. Rao, MD; William Small Jr, MD; Mahesh A. Varia, MD; Andrew O. Wahl, MD; Aaron H. Wolfson, MD; Catheryn M. Yashar, MD; ...

Coronary anomalies are relatively common but rarely associated with syncope, myocardial ischemia, and sudden cardiac death. An anomalous right coronery artery from the left sinus of valsalva is now recognized as an important causative factor in sudden death and myocardial infarction and syncope.This case report presents an anomalous right coronary artery (RCA) originating from the left sinus of...

Ideações suicidas varia de pensamentos passageiros, extensos a um planejamento detalhado, assim, envolve pensamentos, ideias, e desejo se matar (ARAÚJO; VIEIRA; COUTINHO, 2010).