Inverse Problems and Artificial Intelligence
PDF (Русский)

Keywords

inverse problems
incorrect problems
artificial intelligence

How to Cite

Kabanikhin, S. I. (2021). Inverse Problems and Artificial Intelligence. Russian Journal of Cybernetics, 2(3), 33-43. Retrieved from https://en.jcyb.ru/nisii_tech/article/view/87

Abstract

This paper analyzes the relationship between the theory of inverse and incorrect problems and the mathematical aspects of artificial intelligence. It is shown that computational algorithms that can be categorized as computational artificial intelligence (machine learning, nature-like algorithms, data analysis and processing) can or should be analyzed with the approaches developed for the theory and numerical methods for solving inverse and incorrect problems. They are regularization, conditional stability and convergence, the use of a priori information, identifiability, sensitivity, data assimilation.

PDF (Русский)

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