Finite size scaling of the bayesian perceptron

We study numerically the properties of the bayesian perceptron through a gradient descent on the optimal cost function. The theoretical distribution of stabilities is deduced. It predicts that the optimal generalizer lies close to the boundary of the space of (error-free) solutions. The numerical simulations are in good agreement with the theoretical distribution. The extrapolation of the generalization error to infinite input space size agrees with the theoretical results. Finite size corrections are negative and exhibit two different scaling regimes, depending on the training set size. The variance of the generalization error vanishes for $N \rightarrow \infty$ confirming the property of self-averaging.Comment: RevTeX, 7 pages, 7 figures, submitted to Phys. Rev.

Developing an AI IoT application with open software on a RISC-V SoC

RISC-V is an emergent architecture that is gaining strength in low-power IoT applications. The stabilization of the architectural extensions and the start of commercialization of RISC-V based SOCs, like the Kendryte K210, raises the question of whether this open standard will facilitate the development of applications in specific markets or not.In this paper we evaluate the development environments, the toolchain, the debugging processes related to the Sipeed MAIX Go development board, as well as the standalone SDK and the Micropython port for the Kendryte K210. The training pipeline for the built-in convolutional neural network accelerator, with support for Tiny YOLO v2, has also been studied. In order to evaluate all the above aspects in depth, two low-cost, low-power, IoT edge applications based on AI have been developed. The first one is capable of recognizing movement in a house and autonomously identify whether it was caused by a human or by a house pet, like for example a dog or a cat. In the context of the current COVID-19 pandemic, the second application is capable of labeling whether a pedestrian is wearing a face mask or not, doing real-time object recognition at a mean rate of 13 FPS. Throughout the process, we can conclude that, despite the potential of the hardware and its excellent performance/cost ratio, the documentation for developers is scarce, the development environments are in low maturity levels, and the debugging processes are sometimes nonexistent

THE ROLE OF QMS IN THE RELATIONSHIP BETWEEN INNOVATION CLIMATE AND PERFORMANCE

The emergence of new global competitors, the convergence of high-technology industries and the increasing speed and cost of technological development promise an increasingly uncertain environment for organizations, making adaptation to changes in the environment a central theme in the study of the organization for both organization theory and strategic management. This paper is thus seeks principally to verify that, while innovation and QM alone do not possess the qualities required to provide organizations with sustainable competitive advantages, the bundle of innovation and QM together with other resources and competencies will allow organizations to obtain a competitive advantage and adapt to their environment. The results show that the factors determining innovation—such as resistance to change, cohesion, and workload pressures—have repercussions for the firms’ capacity to adapt to their environment, and that a QM context facilitates this adaptation. Finally, we can conclude that a climate of support for innovation is positively related to the organization’s performance

Adaptation Strategies and Microwave Drying of Amaranth Species with a High Nutritional Value to the Ecuadorian Andean Region

In the Andean region of Ecuador, amaranth is a key species not only for its high nutritional value but also for its association with Ecuadorian culture, since it is one of the main indigenous crops of the pre-Columbian era. Over the time, the cultivation of this species ceased for several reasons result. However, in recent years, a number of strategies have been developed to retrieve it on a national level. In accordance with these strategies, the “Amaranth Improvement Program for Cotopaxi” (PROMAC) is being developed at the Technical University of Cotopaxi, with the main objective of selecting varieties with high levels of biologically active substances. This program is been executed through two main lines of investigation: (a) selection of varieties of amaranth of high nutritional value and (b) the improvement of techniques for conservation of the seeds. This chapter analyzes and shows the main results obtained to date from the study of eight varieties of amaranth seeds and the drying of one of the seeds by means of microwave energy in order to improve its conservation. In the light of the results obtained, the strategies to develop the following research lines within the PROMAC framework are exposed

Inverse sampling and triangular sequential designs to compare a small proportion with a reference value

Inverse sampling and formal sequential designs may prove useful in reducing the sample size in studies where a small population proportion p is compared with a hypothesized reference proportion p0. These methods are applied to the design of a cytogenetic study about chromosomal abnormalities in men with a daughter affected by Turner's syndrome. First it is shown how the calculated sample size for a classical design depends on the parameterization used. Later this sample size is compared with the required sample size in an inverse sampling design and a triangular sequential design using four different parameterizations (absolute differences, log-odds ratio, angular transform and Sprott's transform). The expected savings in sample size, when the alternative hypothesis is true, are 20% of the fixed sample size for the inverse sampling design and 40% for the triangular sequential design

An integrated biochemical system for nitrate assimilation and nitric oxide detoxification in Bradyrhizobium japonicum

Rhizobia are recognized to establish N(2)-fixing symbiotic interactions with legume plants. Bradyrhizobium japonicum, the symbiont of soybeans, can denitrify and grow under free-living conditions with nitrate (NO(3)(−)) or nitrite (NO(2)(−)) as sole nitrogen source. Unlike related bacteria that assimilate NO(3)(−), genes encoding the assimilatory NO(3)(−) reductase (nasC) and NO(2)(−) reductase (nirA) in B. japonicum are located at distinct chromosomal loci. The nasC gene is located with genes encoding an ABC-type NO(3)(−) transporter, a major facilitator family NO(3)(−)/NO(2)(−) transporter (NarK), flavoprotein (Flp) and single-domain haemoglobin (termed Bjgb). However, nirA clusters with genes for a NO(3)(−)/NO(2)(−)-responsive regulator (NasS-NasT). In the present study, we demonstrate NasC and NirA are both key for NO(3)(−) assimilation and that growth with NO(3)(−), but not NO(2)(−) requires flp, implying Flp may function as electron donor to NasC. In addition, bjgb and flp encode a nitric oxide (NO) detoxification system that functions to mitigate cytotoxic NO formed as a by-product of NO(3)(−) assimilation. Additional experiments reveal NasT is required for NO(3)(−)-responsive expression of the narK-bjgb-flp-nasC transcriptional unit and the nirA gene and that NasS is also involved in the regulatory control of this novel bipartite assimilatory NO(3)(−)/NO(2)(−) reductase pathway

Los subtítulos integrados deícticos favorecen la comprensión oral en el aprendizaje de francés como lengua extranjera cuando se usan en material didáctico audiovisual

It has been demonstrated that subtitled multimedia content is a tool that facilitates foreign language learning. Traditionally, subtitling is presented in the lower portion of the screen, but recent research has shown the benefits of integrating subtitles within the visual image (as opposed to the bottom edge) since, by reducing the amount of eye movement, cognitive load and stress are in turn reduced, allowing for a better comprehension of the information. This research studies the potential impact of integrated (sub)titles mediated by the Gestalt laws of perception and a deictic visual effect on the oral comprehension of French as a foreign language. This study of confirmatory nature comprised two groups of French language students, to whom an oral comprehension test was applied with the purpose of comparing two stimuli: one video in French with integrated (sub)titles (stimulus 1) and the same video with integrated deictic (sub)titles (stimulus 2). The results indicate that integrated deictic (sub)titles improve oral comprehension in French language students, as they enable a better association of visual and auditory information.Se ha demostrado que el material audiovisual subtitulado es una herramienta que facilita el aprendizaje de una lengua extranjera. Tradicionalmente, el subtitulado se presenta en la parte inferior de la pantalla, pero investigaciones recientes han mostrado los beneficios de integrar los subtítulos dentro de la imagen visual (y no al margen inferior), ya que, al reducir la cantidad de movimientos oculares, se reducen, a su vez, el estrés y la carga cognitiva, posibilitando una mejor comprensión de la información. Esta investigación estudia la incidencia que pueden tener los (sub)títulos integrados, intervenidos con leyes de la Gestalt y un efecto visual deíctico en la comprensión oral de francés como lengua extranjera. En este estudio de tipo confirmatorio participaron dos grupos de estudiantes de francés, a quienes se les aplicó un test de comprensión oral con el fin de comparar dos estímulos: un video en francés con (sub)títulos integrados (estímulo 1) y el mismo video con (sub)títulos integrados deícticos (estímulo 2). Los resultados indican que los (sub)títulos integrados deícticos mejoran la comprensión oral en estudiantes de francés en la medida en que facilitan la asociación de la información visual con la auditiva