The hybrid intelligent information system approach as the basis for cognitive architecture

Chernenkiy, Valeriy M.; Gapanyuk, Yuriy E.; Terekhov, Valery; Revunkov, Georgiy I.; Kaganov, Yuriy

doi:10.1016/j.procs.2018.11.022

Cited by 34 publications

(8 citation statements)

References 2 publications

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“…2. Decision-making on determining the allocated resources to the population of the North Caucasian Federal District and the Astrakhan Region of the Russian Federation, considering the average population growth and per capita income of 2015-2016 [16][17][18][19][20].…”

Section: Resultsmentioning

confidence: 99%

Metaanamorphosical Method as a Project-based Approach for the University Course on Decision Support Methods

Terekhov

Skvortsova

2020

ITM Web Conf.

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We considered project-based training as an approach to the training of engineers in modern conditions and proposed to implement it in the field of intelligent decision support methods. As a specific example, we suggested a metaanamorphization method, which allows us to activate the visual-figurative thinking mechanisms of the decision maker and facilitates decision-making in a difficult environment or finding a solution to a complex problem. We presented the mathematical formulation of the problem, a method working in real time and a description of the algorithm. The advantages of the constructed metaanamorphoses as a part of the decision support system were presented. We considered a method for calculating the integral anamorphic index combining individual anamorphic indicators of various physical nature relevant within the decision making process. Examples of constructing metaanamorphosis using the integral indicator of anamorphism are given.

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Section: Resultsmentioning

confidence: 99%

Metaanamorphosical Method as a Project-based Approach for the University Course on Decision Support Methods

Terekhov

Skvortsova

2020

ITM Web Conf.

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“…The architecture of the proposed question generation system is based on the HIIS (Hybrid Intelligent Information System) approach [10]. The generalized HIIS architecture includes the following components: the environment; the subconsciousness module (MS); the consciousness module (MC); the boundary model of consciousness and subconsciousness.…”

Section: The Architecture Of the Question Generation Systemmentioning

confidence: 99%

Metagraph Based Approach for Neural Text Question Generation

Belyanova

Chernobrovkin

Latkin

et al. 2021

Lecture Notes in Computer Science

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The paper considers the task of generating questions by given text. The generation of high-quality questions allows us to solve many problems, for example, in the field of teaching -for the automatic creation of tests for training materials or the enrichment of interaction techniques for question-answering systems. Leading research in this area shows that models based on the Seq2Seq architecture achieve the best quality. However, such models do not use the hidden structure of the text, which is essential for generating semantically correct questions. New works on this topic use additional data in the form of the graphs, representing the dependencies of the words in a sentence. In this article, an approach that uses a metagraph model of text as the initial structure for storing and enriching data with additional information and semantic relationships is considered. After generating a metagraph model of the text, the metagraph is decomposed into a multipartite graph, which allows its usage in existing models for generating text questions without losing information about the additional hierarchical and semantical dependencies of the text.

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“…For this system, the input variables are the values of five risk factors in the interval [0, 1] described using a linguistic term-set (very low, low, average, high, very high) as shown in Table. 1. Table 2 represents the description of various threats in relation to the risk factors [6], [7].…”

Section: A Theoretical Investigation Of the Risk Domainmentioning

confidence: 99%

Visualization of Integrated Indicators of Information Risk in Decision Support Systems

Skvortsova

Terekhov

Proletarsky

et al. 2020

2020 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering (EIConRus)

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Decision-making is one of the essential functions of any manager. The means of visualization play a crucial role in supporting the manager in the decision-making process. This paper discusses the visualisation of information risks based on integral indicators. It provides a description of a mathematical model of the method of dynamic meta-anamorphosis and an example of its practical implementation. The advantages of using a hybrid approach to the development of dynamic metaanamorphosis are discussed.

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The hybrid intelligent information system approach as the basis for cognitive architecture

Cited by 34 publications

References 2 publications

Metaanamorphosical Method as a Project-based Approach for the University Course on Decision Support Methods

Metaanamorphosical Method as a Project-based Approach for the University Course on Decision Support Methods

Metagraph Based Approach for Neural Text Question Generation

Visualization of Integrated Indicators of Information Risk in Decision Support Systems

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