CNN training with graph-based sample preselection: application to handwritten character recognition

In this paper, we present a study on sample preselection in large training data set for CNN-based classification. To do so, we structure the input data set in a network representation, namely the Relative Neighbourhood Graph, and then extract some vectors of interest. The proposed preselection method is evaluated in the context of handwritten character recognition, by using two data sets, up to several hundred thousands of images. It is shown that the graph-based preselection can reduce the training data set without degrading the recognition accuracy of a non pretrained CNN shallow model.Comment: Paper of 10 pages. Minor spelling corrections brought regarding the v2. Accepted as an oral paper in the 13th IAPR Internationale Workshop on Document Analysis Systems (DAS 2018

Symmetry Classes of Spin and Orbital Ordered States in a t_{2g} Hubbard Model on a Two-dimensional Square Lattice

This paper presents symmetry classes of the Hartree-Fock (HF) solutions of spin and orbital ordered states in a t_{2g} Hubbard model on a two-dimensional square lattice. Using a group theoretical bifurcation theory of the Hartree Fock equation, we obtained many types of broken symmetry solutions which bifurcate from the normal state through one step transition in cases of commensurate ordering vectors Q_0=(0,0), Q_1=(\pi,\pi), Q_2=(\pi,0) and Q_3=(0,\pi). Each broken symmetry state is characterized by the presence of local order parameters(LOP) at each lattice site: quadrupole moment Q=(Q_2^2,Q_{12},Q_{23},Q_{31}), orbital angular momentum l=(l_1,l_2,l_3), spin density s=(s^1,s^2,s^3), spin quadrupole moment Q^{\lambda}=(Q_2^{2\lambda}, Q_{12}^{\lambda},Q_{23}^{\lambda},Q_{31}^{\lambda}) and spin orbital angular momentum l^{\lambda}=(l_1^{\lambda},l_2^{\lambda},l_3^{\lambda}) where \lambda=1,2,3. We performed numerical calculations for some parameter sets. Then we have found that many types of non-collinear magnetic orbital ordered states having LOP:Q^{\lambda} and l^{\lambda} can be the ground state for these parameter sets.Comment: 46 pages with 4 figure

Medical benefits for workmen under social insurance in Japan

Japan was the first Asian country to introduce social insurance measures and she has expanded them during the last few decades. The first social insurance law was passed in 1922 dealing with worker's health insurance in general. It was followed by many schemes of social insurance. National Health Insurance in 1938, Seamen's Insurance in 1939, Employees' Pension Insurance in 1941 and so forth. After World War II the new Constitution was enacted by which the Japanese Government was made responsible for the provision of medical care services for the whole nation. At present approximately the whole population is covered by either one or more of the various social insurance schemes. The main social insurance programs are shown in Figure 1 and Table 1. Most of these insurance schemes are compulsory under Japanese law. Since it would be too difficult and complicated to explain all of these forms of social insurance in detail, we will discuss only about two schemes directly related to medical care services for the workers; namely, the Health Insurance Scheme for non. occupational diseases and disorders (sickness or injury off the job) and Workmen's Compensation Insurance for occupational diseases and disorders (sickness or injury on the job).</p

Synthesis of 3a-(indol-3-yl)-1,2,3,3a,8,8a-hexahydropyrrolo[2,3-b]indole core of leptosins D-F based on nucleophilic substitution reaction on indole nucleus

金沢大学大学院自然科学研究科生理活性物質科学金沢大学薬学部A simple and convenient synthetic methodology for 3a-(indol-3-yl)- 1,2,3,3a,8,8a-hexahydropyrrolo[2,3-b]indole, the core structure of leptosins D-F is developed by applying nucleophilic substitution reaction of 1- hydroxytryptamines

Striosomal opioid receptors

The opioid peptide receptors consist of three major subclasses, namely, μ, δ, and κ (MOR, DOR, and KOR, respectively). They are involved in the regulation of striatal dopamine functions, and increased opioid transmissions are thought to play a compensatory role in altered functions of the basal ganglia in Parkinson's disease (PD). In this study, we used an immunohistochemistry with tyramide signal amplification (TSA) protocols to determine the distributional patterns of opioid receptors in the striosome-matrix systems of the rat striatum. As a most striking feature of striatal opioid anatomy, MORs are highly enriched in the striosomes and subcallosal streak. We also found that DORs are localized in a mosaic pattern in the dorsal striatum (caudate-putamen), with heightened labeling for DOR in the striosomes relative to the matrix compartment. In the 6-hydroxydopamine-lesioned rat model of PD, lesions of the nigrostriatal pathways caused a significant reduction of striatal labeling for both the MOR and DOR in the striosomes, but not in the matrix compartment. Our results suggest that the activities of the striosome and matrix compartments are differentially regulated by the opioid signals involving the MORs and DORs, and that the striosomes may be more responsive to opioid peptides (e.g., enkephalin) than the matrix compartment. Based on a model in which the striosome compartment regulates the striatal activity, we propose a potent compensatory role of striosomal opioid signaling under the conditions of the striatal dopamine depletion that occurs in PD