Special geometry of Euclidean supersymmetry IV:the local c-map

We consider timelike and spacelike reductions of 4D, N = 2 Minkowskian and Euclidean vector multiplets coupled to supergravity and the maps induced on the scalar geometry. In particular, we investigate (i) the (standard) spatial c-map, (ii) the temporal c-map, which corresponds to the reduction of the Minkowskian theory over time, and (iii) the Euclidean c-map, which corresponds to the reduction of the Euclidean theory over space. In the last two cases we prove that the target manifold is para-quaternionic Kahler. In cases (i) and (ii) we construct two integrable complex structures on the target manifold, one of which belongs to the quaternionic and para-quaternionic structure, respectively. In case (iii) we construct two integrable para-complex structures, one of which belongs to the para-quaternionic structure. In addition we provide a new global construction of the spatial, temporal and Euclidean c-maps, and separately consider a description of the target manifold as a fibre bundle over a projective special Kahler or para-Kahler base

Exploring Food Detection using CNNs

One of the most common critical factors directly related to the cause of a chronic disease is unhealthy diet consumption. In this sense, building an automatic system for food analysis could allow a better understanding of the nutritional information with respect to the food eaten and thus it could help in taking corrective actions in order to consume a better diet. The Computer Vision community has focused its efforts on several areas involved in the visual food analysis such as: food detection, food recognition, food localization, portion estimation, among others. For food detection, the best results evidenced in the state of the art were obtained using Convolutional Neural Network. However, the results of all these different approaches were gotten on different datasets and therefore are not directly comparable. This article proposes an overview of the last advances on food detection and an optimal model based on GoogLeNet Convolutional Neural Network method, principal component analysis, and a support vector machine that outperforms the state of the art on two public food/non-food datasets

Natural killer (NK) cell response to virus infections in mice with severe combined immunodeficiency. The stimulation of NK cells and the NK cell-dependent control of virus infections occur independently of T and B cell function

The activation, proliferation, and antiviral properties of natural killer (NK) cells were examined in severe combined immunodeficiency (SCID) mice to determine the influence of mature T or B cells on virus-induced NK cell functions and to more conclusively determine the antiviral properties of prototypical CD3- NK cells. NK cells were activated to high levels of cytotoxicity 3 d after infection of mice with lymphocytic choriomeningitis virus (LCMV) or murine cytomegalovirus (MCMV). Analyses of spleen leukocytes from LCMV-infected mice by a variety of techniques indicated that the NK cells proliferated and increased in number during infection. Propidium iodide staining of the DNA of cycling cells revealed that the great majority of proliferating spleen leukocytes 3 d after LCMV infection was of the NK cell phenotype (CD3-, Ig-, Mac-1+, CZ1+, 50% Thy-1+), in contrast to uninfected mice, whose proliferating cells were predominantly of other lineages. Analyses of the NK cell responses over a 2 wk period in control CB17 mice infected with MCMV indicated a sharp rise in serum interferon (IFN) and spleen NK cell activity early (days 3-5) in infection, followed by sharp declines at later stages. In SCID mice the IFN levels continued to rise over a 10-d period, whereas the NK cell response peaked on day 3-5 and gradually tapered. In contrast to the immunocompetent CB17 mice, SCID mice did not clear the MCMV infection and eventually succumbed. SCID mice, again in contrast to immunocompetent CB17 mice, also failed to clear infections with LCMV and Pichinde virus (PV); these mice, infected as adults, did not die but instead developed long-term persistent infections. Depletion of the NK cells in vivo with antiserum to asialo GM1 rendered both SCID and CB17 control mice much more sensitive to MCMV infection, as shown by titers of virus in organs and by survival curves. In contrast, similar depletions of NK cells did not enhance the titers of the NK cell-resistant virus, LCMV. Two variants of PV, one sensitive to NK cells and the other selected for resistance to NK cells by in vivo passage, were also tested in NK cell-depleted SCID mice. The NK-sensitive PV replicated to higher titers in NK cell-depleted SCID mice, whereas the titers of the NK cell-resistant PV were the same, whether or not the mice had NK cells. These experiments support the concept that CD3- prototypical NK cells mediate resistance to NK cell-sensitive viruses via a mechanism independent of antiviral or natural antibody.(ABSTRACT TRUNCATED AT 400 WORDS

Modified Wandzura-Wilczek Relation with the Nachtmann Variable

If one retains M^2/Q^2 terms in the kinematics, the Nachtmann variable \xi seems to be more appropriate to describe deep inelastic lepton-nucleon scattering. Up to the first power of M^2/Q^2, a modified Wandzura-Wilczek relation with respect to \xi was derived. Kinematical correction factors are given as functions of \xi and Q^2. A comparison of the modified g_2^WW(\xi) and original g_2^WW(x) with the most recent g_2 data is shown.Comment: 10 pages, 3 figures, revised version with minor correction

Collaborative Layer-wise Discriminative Learning in Deep Neural Networks

Intermediate features at different layers of a deep neural network are known to be discriminative for visual patterns of different complexities. However, most existing works ignore such cross-layer heterogeneities when classifying samples of different complexities. For example, if a training sample has already been correctly classified at a specific layer with high confidence, we argue that it is unnecessary to enforce rest layers to classify this sample correctly and a better strategy is to encourage those layers to focus on other samples. In this paper, we propose a layer-wise discriminative learning method to enhance the discriminative capability of a deep network by allowing its layers to work collaboratively for classification. Towards this target, we introduce multiple classifiers on top of multiple layers. Each classifier not only tries to correctly classify the features from its input layer, but also coordinates with other classifiers to jointly maximize the final classification performance. Guided by the other companion classifiers, each classifier learns to concentrate on certain training examples and boosts the overall performance. Allowing for end-to-end training, our method can be conveniently embedded into state-of-the-art deep networks. Experiments with multiple popular deep networks, including Network in Network, GoogLeNet and VGGNet, on scale-various object classification benchmarks, including CIFAR100, MNIST and ImageNet, and scene classification benchmarks, including MIT67, SUN397 and Places205, demonstrate the effectiveness of our method. In addition, we also analyze the relationship between the proposed method and classical conditional random fields models.Comment: To appear in ECCV 2016. Maybe subject to minor changes before camera-ready versio

Kinematic and electromyographic analyses of a karate punch

The aims of this study were: (i) to present the kinematic and electromyographic patterns of the choku-zuki punch performed by 18 experienced karatekas from the Portuguese team, and (ii) to compare it with the execution of 19 participants without any karate experience. The kinematic and electromyographic data were collected from the arm and forearm during the execution of the specific punch. A two-way analysis of variance (ANOVA) was used with significant level set at p</=0.05. We found that the kinematic and neuromuscular activity in this punch occurs within 400ms. Muscle activities and kinematic analysis presented a sequence of activation bracing a near-distal end, with the arm muscles showing greater intensity of activation than muscles in the forearm. In the skill performance, the arm, flexion and internal rotation, and the forearm extension and pronation movements were executed with smaller amplitude in the karate group. Based on the results of this study, the two groups' presented distinct kinematic and electromyographic patterns during the performance of the choku-zuki punch

La expresi?n art?stica una estrategia pedag?gica que favorece el aprendizaje significativo de la educaci?n para la sexualidad en los ni?os y ni?as del jard?n infantil biling?e Mini Mundo

140 p. Recurso Electr?nicoEl proyecto de investigaci?n ?La expresi?n art?stica una estrategia pedag?gica que favorece el aprendizaje significativo de la educaci?n para la sexualidad en los ni?os y ni?as del jard?n infantil bilingu?e Mini Mundo? se llev? a cabo gracias a los aportes de diferentes disposiciones legales y te?ricas que permitieron reconocer la importancia del aprendizaje significativo de la educaci?n para la sexualidad infantil. Esta propuesta, se desarroll? con los ni?os y ni?as del nivel de transici?n del jard?n infantil bilingu?e Mini Mundo a trav?s de un proceso de investigaci?n formativa y empleando la metodolog?a cualitativa de corte etnogr?fico; logrando la caracterizaci?n de discursos y pr?cticas pedag?gicas que circulan en dicha instituci?n. Por medio del proyecto pedag?gico del aula ?as? soy yo? se realizaron actividades de expresi?n art?stica dise?adas para suplir las necesidades pedag?gicas de estos infantes, motivando en ellos la creatividad, el pensamiento cr?tico, reflexivo y cuidadoso del otro, facilitando la interacci?n, la socializaci?n y v?nculos afectivos. Adem?s se implementaron instrumentos y t?cnicas de investigaci?n cualitativa como lo son la observaci?n, diario de campo, revisi?n documental y entrevista semi-estructurada, donde se involucraron todos los actores pertenecientes a la comunidad educativa (administrativos, docentes y padres de familia); sensibiliz?ndolos sobre la importancia de formar seres humanos integrales con valores ?ticos, morales y ciudadanos en la construcci?n de una sana y plena sexualidad infantil. Palabras Claves: educaci?n para la sexualidad, expresi?n art?sticaThe research project "Artistic expression an educational strategy that promotes meaningful learning of sex education in children's bilingual kindergarten Mini World" took place thanks to the contributions of various legal and theoretical provisions that allowed recognize the importance of meaningful learning of infantile sexuality education. This proposal was developed with children transition level bilingual kindergarten Mini World through a process of formative research using qualitative and ethnographic methodology; making speeches and characterization of pedagogical practices that circulate in the institution. Through educational project in the classroom "just me" activities of artistic expression designed to meet the educational needs of these children, encouraging them creativity, critical, thoughtful and careful of other thought, facilitating interaction, socialization were made and bonding. Besides tools and qualitative research techniques such as observation, field diary, document review and semi-structured interview where all actors from the educational community (administrators, teachers and parents) engaged were implemented; sensitizing them on the importance of forming whole human beings with ethical, moral and civic values in building a healthy and fulfilling infantile sexuality. Keywords: sex education, artistic expressio