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June 5, 2026
Neural Network Maps as a Method for Constructing Mathematical Models
Scientists from HSE University–Nizhny Novgorod and the Institute of Physics Belgrade, Serbia, are jointly exploring the application of machine learning techniques and neural networks to the study of nonlinear dynamics. Natalya Stankevich, Leading Research Fellow at the Laboratory of Topological Methods in Dynamics of the Faculty of Informatics, Mathematics, and Computer Science at HSE University–Nizhny Novgorod, spoke to the HSE News Service about this international project.
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Форсайт как инструмент формирования и управления экосистемой компании

Вопросы экономики. 2022. Т. 3. С. 52–76.
Chulok A.

Over the past thirty years, the company and its environment have been the subject of lively academic discussion by several major global schools: the study of national innovation systems, and of the emergence, development and diffusion of innovation; research that analyzes value chains; institutional theory; ecosystem approach; strategic management; forecasting; planning; and foresight to assess current corporate processes and future transformations. The research landscape is still highly fragmented and characterized by several extensive gaps related to an integrated approach to the study of the company, taking into account the global trends, incentives and patterns of behavior of the key stakeholders. The paper presents the results of the research uniting different theoretical approaches on the platform of foresight: a two-loop integral ecosystem model is proposed which takes into account the influence of global trends on internal and external stakeholders of a company, including the empirical survey of more than 260 Russian companies in 2021. A set of practical recommendations for using modern foresight instruments to form, manage and transform the company ecosystem is given. A forecast of possible directions of development is made.

Research target: Economics and Management
Language: Russian
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Keywords: Corporate Foresightкорпоративный форсайт
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