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The paper describes the embedded method of informative feature selection, based on two-stage training scheme of neural-fuzzy classifier. The method provides the possibility of separate feature set selection for every class of data, retaining the maximal classification accuracy, which is attained by applying modified technique of classifier parameter tuning.

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Blockchain technology implemented using digital currencies such as bitcoin. Bitcoin is an online virtual cryptographic currency based on public key that is represented by communication protocol. Bitcoin was proposed in 2008 by an anonymous group of developers named as Satoshi Nakamoto. Bitcoin became functional and widely using as a cryptocurrency allowing conversion with traditional currencies. Today bitcoin is used where needed "hot payment" scenarios (in the scale of minutes).

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The problem of multi-modal pattern recognition is considered under the assumption that the kernel-based approach is applied, which assumed that within each particular modality a kernel function can be specified. The danger of over-fitting makes it necessary to truncate the set of initially available madalities. Two known wrapper-based kernel fusion techniques, Relevance and Support Kernel Machines, offer a toolkit of combining patter recognition modalities.
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The approach to the decision of a task of automatic formation of conceptual structure of the thesaurus of the Subject Area on the base Natural Language's texts is represented. Authors consider (on a material of Russian) the method revealing of Semantic Classes of concepts on the basis of syntactic contexts of words designating them.

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Partial boolean functions taking their values 0, 1 and -- with a probability equal to 1/3 are considered. The lower and upper bounds on the length of minimum DNF representation of such functions are obtained in the paper.

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In the article the idea of applying system analyses and systems theory for organization systems informatization is proposed and analysed. This approach allows to improve the iterative process of organization systems informatization dramatically.

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The paper considers analysis methods of texts in natural language. It proposes 1) the model cause-and-effect relation in Russian text; 2) application of derived relations as expert statements in the algorythm of extremal situations forecasting.

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We know a lot of cases, when topological entropy of continious map determine by structure of periodic orbits. The classical result in this field is the Sharkovskiy ordering. Sharkovskiy $\left [ 6 \right ]$ enter mapping, that turn manifold of natural numbers in to ordered set as follows:
$$3 \prec 5 \prec 7 \prec 9 \prec 11 \cdots \prec 2 \cdot 3 \prec 2 \cdot 5 \prec \cdots \prec 2^{2} \cdot 3 \prec 2^{2}\cdot 5 \prec \cdots \prec 2^{3} \prec 2^{2} \prec 2 \prec 1$$

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Application of automatic classification and expert-statistical processing techniques to the Moscow housing and communal services (HCS) effectiveness estimation and corresponding decision support system creation is discussed.

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A three-stage scheme for synthesis of semimetric adjustment algorithms in data-mining problems is proposed. Within its framework algorithms designed to modify the distance between a single pair of objects at the given value are studied. These ajustment algorithms guarantee preservation of the simetric properties. The proposed adjustment procedures constructed within the three-stage scheme framework are completed within the first two stages, and in the specials case - within the first stage.

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The method of automatic search and segmentation of thyroid gland arteries on threedimensional USI is offered. Decteion and segmentation of arteries are important initial stage of automatic ultrasonic images processing and organ segmentation. Vessels position on the USI can be used as a reference point for further USI processing and finding of organ areas. The feature of the offered algorithm is relative simplicity of its realization and high quality of results.

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In work the spatial problem of a comuter tomography with use of tomograms which lay on system of mutually perpendicular planes with use blending approximations is solved. The offered method allows to smooth experimental data (tomograms) and has rather high accuracy. In article computing experiment for restoration of internal structure of a brain of the person with the help of operators blending approximations by Bernstein's polynoms is shown.

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The materials represented in this article carry, mainly, surveying character. The aim of the paper is complete enough presentation of possibilities of mathematical apparatus of algorithmic complexity and probability for application in machine learning. Nevertheless, some new results are presented: theorems about exact compressors and decompressors, approach to determination of the moment of stopping of learning procedure on the basis of complexity analogue of the Bayes rule et al.

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The mathematical model and decomposition technique for modes optimization of sequential-parallel execution of a system of operations of parts machining at the transfer machines with the mobile table subject to basic technological, structural and productivity constraints. The objective function is assumed to be the part production cost. The initial problem solving is reduced to solving the collection of easier subproblems with the use of geometric programming, dichotomy and "golden section" methods.

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In this paper we propose a new approach to constructing the Delaunay Triangulationfor the case of multidimensional spaces $(d > 2)$. Analysing the modern state, it is possible to draw a conclusion, that the ideas for the existing effective algorithms developed for the case of $d ≤ 2$ are not simple to generalize on a multidimensional case, without the loss of efficiency. We offer for the solving this problem an effective algorithm that satisfies all the given requirements.

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The problem of optimal control of processes described by a parabolic type equation with moving sources is investigated in the paper. A theorem on existence and uniqueness of the solution is solved for the optimal control problem. Sufficients conditions of Frechet differentiability of quality test and an expression for its gradient are obtained, necessary conditions of optimality in the form of point wise and integral maximum principles are established for an optimal control problem.

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Canonical m-handle decomposition of three-dimensional handlebody was constructed for m-functions. It is obtained a criterion on homotopy equivalence of m-functions without internal critical points on handlebody in terms of the generators of the fundamental group of the surface.

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Decision-making in the economy should take into account the uncertainty, incompleteness of information, contingency, inconsistency, conflict, competition, multicriteria, alternatives and the resulting economic risk. As a game-theoretic model of decision-making in the economy with incomplete information, a model based on the concept of combined application of statistical and antagonistic games is proposed.

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The branch of analysis, connected with the study of functions of an infinite-dimensional argument, has been recently intensively developing. This is due both to internal causes and to applications to theoretical and mathematical physics. It is well known which role in classical mathematical physics is played by distributions — linear continuous functionals on smooth basic functions. Therefore, it is natural to develop such a theory in infinite-dimensional spaces.

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Procedure is shown hermeneutics nonparametric Ansari-Bradley test by facilities of Mathcad. Hermeneutics procedure is built on the analysis of typical methodical errors of calculation of criterion. The similar technique of penetration in essence of statistical criterion is in an equal degree useful as for beginners so for more experience researchers.

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Mathematical model of consolidation of soil has been improved taking into account their salinity and chemical erosion. Numerical solution of the corresponding three-dimensional boundary value problem has been found by the radial basis functions method.

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The system under consideration consists of two unreliable lines. The first line is more effective then the second one. Both lines have Poisson failure flow. If the lines are in good working order, failure rate of the first line is $\alpha _{1}$, failure rate of the second line is $\beta _{1}$. If one of the lines is down, failure rate of the other equals $\alpha_{2}$ or $\beta_{2}$ espectively. The system is serviced by a single repairman.

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The algorithm of creation of a component Petri net with ingibitor arcs ($CN_I$ -nets) is resulted. Possible methods of creation $CN_I$ -nets are considered on examples. An established fact of usage of the component analysis of $CN_I$ -nets for research of properties of detailed model of researched system.

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Kolmogorov’s definition of algorithmic complexity of constructive objects [7] is applicable not only to character strings, but also to the functions, function collections, and many other objects. If we define Kolmogorov complexity of a family of recursive functions, it will be its entropy characteristics. Introduced by different ways measures of a complexity of families of functions are of great theoretical and practical interest.

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In article is proposed the maximum flow problem with additional combinatorial restrictions. This problem is generalization of the classical maximum flow problem. In article NP-hard of a problem is proved.

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This article discusses the pencil of ordinary differential operators generated on $[0,1]$ by a linear differential expression of $n$-th order with constant coefficients, polynomially depending on spectral parameter $\lambda$ , and the two-point boundary conditions of a general form with coefficients which are polynomials of the spectral parameter $\lambda$.

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We consider a wide class of linear optimization problems with integer variables. In this paper, the lower and upper attainable bounds on the $T_2$-stability radius of the set of extremum solutions are obtained in the situation where solution space and criterion space are endowed with various Holder's norms. As corollaries, the $T_2$-stability criterion is formulated, and, furthermore, the $T_2$-stability radius formula is specified for the case where criterion space is endowed with Chebyshev's norm.

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