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Reservoir computing is a machine learning method that solves tasks using the response of a dynamical system to a certain input. As the training scheme only involves optimising the weights of the responses of the dynamical system, this method is particularly suited for hardware implementation. Furthermore, the inherent memory of dynamical systems which are suitable for use as reservoirs mean that this method has the potential to perform well on time series prediction tasks, as well as other tasks with time dependence. However, reservoir computing still requires extensive task-dependent parameter optimisation in order to achieve good performance. We demonstrate that by including a time-delayed version of the input for various time series prediction tasks, good performance can be achieved with an unoptimised reservoir. Furthermore, we show that by including the appropriate time-delayed input, one unaltered reservoir can perform well on six different time series prediction tasks at a very low computational expense. Our approach is of particular relevance to hardware implemented reservoirs, as one does not necessarily have access to pertinent optimisation parameters in physical systems but the inclusion of an additional input is generally possible.  相似文献   
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Journal of Computer-Aided Molecular Design - The problem of designing new antiviral drugs against Human Cytomegalovirus (HCMV) was addressed using the Online Chemical Modeling Environment (OCHEM)....  相似文献   
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In this paper we will establish bounds on the average number of normals through a point in a convex body in a Minkowski plane for certain classes of convex bodies. Also, a related Euler relation is discussed.  相似文献   
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Combinatorial identities that were needed in [25] are proved, mostly with C. Schneider’s computer algebra package Sigma. The form of the Padé approximation of the logarithm of arbitrary order is stated as a conjecture. 2000 Mathematics Subject Classification Primary—41A21, 05A19, 33F10 Supported by NRF-grant 2047226. Supported by NRF-grant 2053748. Supported by the Austrian Academy of Sciences, by the John Knopfmacher Research Centre for Applicable Analysis and Number Theory, and by the SFB-grant F1305 and the grant P16613-N12 of the Austrian FWF. Supported by NRF-grant 2053756.  相似文献   
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We study the regular part of a densely defined sectorial form, first in the abstract setting and then under mild conditions for a differential sectorial form. The regular part of the latter turns out to be again a differential sectorial form. Moreover, we characterize when taking the real part of a differential sectorial form commutes with taking the regular part. An example shows that these two operations do not commute in general.  相似文献   
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We show that whole mount preparations of embryonic chick sterna can be analyzed with confocal laser scanning microscopy (CLSM). This technique replaces the traditional sectioning of cartilage or culturing of chondrocytes. Whole ‘chunks’ of cartilage can be stained with dyes, used for immunohistochemistry or in situ hybridization. Although other stains have been used, the stains presented include phalloidin and propidium iodide which stain filamentous actin (F-actin) and the DNA and RNA of cells, respectively. Collagen secreting endoplasmic reticulum (ER) was localized with a primary antibody to chick prolyl hydroxylase (CPH) that was detected with a secondary antibody conjugated to FITC. The intracellular localization of type II collagen mRNA was analyzed using in situ hybridization. The cDNA probe specific for the C-propeptide region of the 1 type (II) collagen mRNA was nick translated and labeled with biotin-16-dUTP. Biotin labeled probes were visualized with avidin-FITC. Depending on the intensity of the stain, we were able to analyze approximately 3–10 layers of chondrocytes. Stains penetrated into the cartilage better than antibodies and biotin-avidin labeled cDNA probes. The F-actin was located as bands of filaments in the superficial layers of the cartilage and was associated with the membranes that marked cell boundaries as deep as 10 layers of chondrocytes. The ER stained with anti-chick prolyl hydroxylase was prominent in perinuclear regions of the cells, but the antibody was only able to penetrate 4–5 cell layers. Single label in situ hybridization studies show that chondrocytes are positive for type II collagen mRNA. Similar to the immunohistochemistry, in situ hybridization probes were only able to penetrate 4–5 cell layers. The type II collagen mRNA appeared perinuclear in the chondrocytes, similar to the ER staining pattern.  相似文献   
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Abstract— We have developed a procedure called a plaque reduction assay to assess the biological activity of duplex circular DNA modified by covalent adduct formation with psoralen derivatives. The replicating form (RF) of bacteriophage DNA modified by photochemical addition of a psoralen derivative was introduced into bacterial cells using the CaCI2 transfection method. The transfected cells. plated upon a confluent lawn of cells permissive for the bacteriophage in the inoculum, provided a measure of the reduction in infectivity of the RF DNA which resulted from its covalent modification. Use of this assay is illustrated in studies which screened and compared the activities of several recently synthesized psoralen derivatives. We describe two new compounds. β-(8-psoralenoxy)-ethanol and β-(8-psoralenoxy)ethylamine that are significantly more active than either 8-methoxypsoralen or trioxsalen in the biological assay  相似文献   
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