Acute Issues of Cognitive Modeling of Semi-Structured and Poorly Formalized Systems

The article studies specific features of mathematic tools of cognitive modeling meant to resolve tasks of analyzing functioning and forecasting the development of semi-structured and poorly formalized systems. Semi-structured systems are complicated dynamic systems, where human factor plays an important role. These systems are characterized by uncertainty of data-in and data-out and they cannot be described by precise formal dependencies. Difficulty of studying poorly formalized systems is connected with the necessity to take into account various and often contradicting figures and criteria, which would not allow us to describe formally components of the system and its functions. To model system of this class mathematic tools of cognitive modeling can be used on the basis of cognitive maps. Cognitive map can provide an integral idea of semi-structured and poorly formalized system in the form of a graph, which can help conduct scenario modeling of the system, prepare recommendations for its stable functioning and resolve problems of forecasting its development. The authors investigate applied aspects and specific features of methods of cognitive modeling. Apart from that they provided description of mathematic tools and their possibilities and put forward mathematic approach to solving tasks of cognitive modeling and gave examples of its use.

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Publication Details

Journal
Vestnik of the Plekhanov Russian University of Economics
Published
2025-05-15
DOI
https://doi.org/10.21686/2413-2829-2025-3-52-60
Primary Topic
Cognitive Science and Mapping
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article
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article

Acute Issues of Cognitive Modeling of Semi-Structured and Poorly Formalized Systems

A. A. Mikryukov, M. E. Mazurov, D. A. Suzdalsky, K. E. Chikunov
Vestnik of the Plekhanov Russian University of Economics
Cognitive Science and Mapping
article

Acute Issues of Cognitive Modeling of Semi-Structured and Poorly Formalized Systems

A. A. Mikryukov, M. E. Mazurov, D. A. Suzdalsky, K. E. Chikunov
article en

Abstract

The article studies specific features of mathematic tools of cognitive modeling meant to resolve tasks of analyzing functioning and forecasting the development of semi-structured and poorly formalized systems. Semi-structured systems are complicated dynamic systems, where human factor plays an important role. These systems are characterized by uncertainty of data-in and data-out and they cannot be described by precise formal dependencies. Difficulty of studying poorly formalized systems is connected with the necessity to take into account various and often contradicting figures and criteria, which would not allow us to describe formally components of the system and its functions. To model system of this class mathematic tools of cognitive modeling can be used on the basis of cognitive maps. Cognitive map can provide an integral idea of semi-structured and poorly formalized system in the form of a graph, which can help conduct scenario modeling of the system, prepare recommendations for its stable functioning and resolve problems of forecasting its development. The authors investigate applied aspects and specific features of methods of cognitive modeling. Apart from that they provided description of mathematic tools and their possibilities and put forward mathematic approach to solving tasks of cognitive modeling and gave examples of its use.

Vestnik of the Plekhanov Russian University of Economics(3)
Russian Economic University after G.V. Plekhanov (UZ)
Openalex Percentile: Top 95%
Cognitive Science and Mapping
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Acute Issues of Cognitive Modeling of Semi-Structured and Poorly Formalized Systems — A. A. Mikryukov, M. E. Mazurov, et al. · Vestnik of the Plekhanov Russian University of Economics (2025) | TGRS Research Map | TGRS