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Titlebook: Recent Developments in Data Science and Intelligent Analysis of Information; Proceedings of the X Oleg Chertov,Tymofiy Mylovanov,Vadim Stef

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Use of Symmetric Kernels for Convolutional Neural Networksge. We also study other types of symmetric kernels which lead to vertical flip invariance, and approximate rotational invariance. We show that usage of such kernels acts as regularizer, and improves generalization of the convolutional neural networks at the cost of more complicated training process.
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Perceptual Computing Based Method for Assessing Functional State of Aviation Enterprise Employeesnd on how well informed are the decisions made by the supervising officers. That said, the task of developing methods and tools for increasing the level of functional security of aviation enterprises is pressing. Such methods and tools must be aimed at determining factors causing negative influence
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How to Explain Empirical Distribution of Software Defects by Severityanalysis has shown that in most situations, we observe the same distribution or software defects by severity. In this paper, we present this empirical distribution, and we use interval-related ideas to provide an explanation for this empirical distribution.
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