Abstract This work focuses on the optimization of structural complexity a single-layer feedforward neural network (SLFN) for neuromorphic hardware implementation. The singular value decomposition (SVD) method is used determination effective number neurons in hidden layer Modified National Institute Standards and Technology (MNIST) dataset classification. proposed also verified SLFN using weight...

OBJECTIVE The objective of this study was to observe the effect of maternal deprivation on somatic growth of wistar rat pups viz. Body weight, nose-rump length, tail length and head length. MATERIALS AND METHOD 5 days old 50 rat pups were studied dividing equally into control and experimental groups. Experimental group (N=25) of rats were maternally deprived 1-4 hours twice daily till the wea...

In the framework of Hardy type inequalities and their applications to evolution problems, paper deals with local nonlocal weighted improved related study Kolmogorov operators perturbed by singular potentials. The class weights is wide enough. We focus our attention on potentials obtained inverse square adding a nonnegative correction term. method used get results based introduction suitable vec...

Background. Weight is typically measured on a single day in research studies. This practice assumes negligible day-to-day weight variability, although little evidence exists to support this assumption. We compared the precision of measuring weight on one versus two days among control participants in the Weight Loss Maintenance trial. Methods. Trained staff measured weight on two separate days a...

    M. and M.   Abstract: Existence and uniqueness of solution for singular 2-D systems depends on regularity condition. Simple regularity implies regularity and under this assumption, the generalized wave model (GWM) is introduced to cast singular 2-D system of equations as a family of non-singular 1-D models with variable structure.These index dependent models, along with a set of boundary co...

We amend an error in [S. Parreiras, Correlated information, mechanism design and informational rents, J. of Econ. Theory 123 (2005) 210–217]. Consequently, it is in general not possible to reinterpret a mechanism design model that violates the spanning condition of Crémer and McLean [Econometrica 56 (1988) 1247–1258] as one in which agents hold private information about the informativeness of t...

Given a plant and a feedback controller it is natural to ask: How much uncertainty can be tolerated by the closed-loop, while achieving a specified level of performance? Here, a characterisation of this question is formulated in terms of an optimisation problem with a cost that reflects the size of weights used to quantify system uncertainty and a structured singular value constraint, which cap...

In this paper, we propose a method of recovering shape from shading that solves directly for the surface height using neural networks. The main motivation of this paper is to provide an answer to the open problem proposed by Zhou and Chellappa [11]. We first formulate the shape from shading problem by combining a triangular element surface model with a linearized reflectance map. Then, we use a...

based on some stationary periodic solutions and stationary soliton solutions, one studies the general solution for the relative lax system, and a number of exact solutions to the korteweg-de vries (kdv) equation are first constructed by the known darboux transformation, these solutions include double and triple singular periodic solutions as well as singular soliton solutions whose amplitude de...