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May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
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Maria Mizernaia studies Soviet literature and the history of book publishing. In this interview for the HSE Young Scientists project, she discusses plans to publish a novel about besieged Leningrad, AI-provoked reflections on what it means to be human, and how novels can help satisfy our dopamine hunger.
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Стратегии «сохранения лица» и успешность делового взаимодействия

Психологические исследования: электронный научный журнал. 2022. Т. 15. № 83. Статья 3.
Vasilieva E.

Nowadays the efficacy of business communication represents one of the most important factors of success and economic development of organizations. In this regard, not only the skills and abilities that make up communicative competence need to be studied, but also the antecedents of the business interaction efficacy. The current study aimed to identify the role of face and facework in the process of business communication. The study is based on the Face negotiation theory proposed by S. Ting-Toomey. The nature of the relationship between the variables of interest was examined with structural equation modeling. The study sample included 363 employees of Russian as well as international companies. Face concerns and facework were found to be associated with success rate of business communication. Mutual-face was associated with cooperation, otherface – with avoidance, self-face – with domination. Mutual-face and other-face were positively related to satisfaction with communication, whereas self-face – negatively. Cooperation was found to mediate the relationship between mutual-face and willingness to communicate. Thus, we can conclude that the mode of face concern and facework strategies are significant in the structure of business communication. On one hand, face concerns can predict facework behaviors, on the other hand, different face concerns are differently related to satisfaction with communication and willingness to communicate.

Research target: Psychology
Language: Russian
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Keywords: business communicationsделовое взаимодействиеfacefaceworkмежличностное взаимодействиеinterpersonal interactioncommunication efficacyуспешность коммуникациистратегии «сохранения лица»
Publication based on the results of:
Values, intercultural and socio-economic interaction in the context of ethnic diversity and the COVID-19 pandemic (2022)
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