Specific Features & Distinctive Aspects of Mathematical Modeling Types in Computational Linguistics within the SHIVA and WARMI Philological Environment

Abstract

The article considers the main types of mathematical modeling used in modern machine linguistics in the conditions of uncertainty, turbulence and systemic risks of the SHIVA and WARMI worlds. Their features, advantages and areas of application in solving natural language processing problems are systematized. It is shown that the most promising direction is the use of hybrid mathematical models that combine methods of machine learning, artificial intelligence and mathematical optimization.