Research on the Potential Use of Artificial Intelligence Systems for Automating Decision-Making in Markowitz Portfolio Formation : доклад, тезисы доклада

Описание

Тип публикации: доклад, тезисы доклада, статья из сборника материалов конференций

Конференция: International Conference on Finance, Economics, Management and IT Business (FEMIB 2024); Ekaterinburg; Ekaterinburg

Год издания: 2025

Идентификатор DOI: 10.63550/ICEIP.2025.79.63.001

Ключевые слова: Markowitz model, artificial intelligence, machine learning, portfolio optimization, automation, investments, risk management

Аннотация: Modern financial markets immerse analysts in a whirlwind of vast data volumes, rapid changes, and high uncertainty. These conditions necessitate more flexible approaches than traditional methods. This paper explores the application of artificial intelligence (AI) systems for automating processes related to the Markowitz model in thПоказать полностьюe context of big data analysis. Central to the study is the LSTM machine learning algorithm, which can more accurately predict asset returns and optimize portfolios. The presented results demonstrate that integrating AI significantly enhances adaptability and efficiency in risk management in turbulent market environments.

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Издание

Журнал: International Conference on Finance, Economics, Management and IT Business (FEMIB 2024)

Номера страниц: 562-566

Место издания: Ekaterinburg

Персоны

  • Masaev S. (Reshetnev Siberian State University of Science and Technology)
  • Lutsenko R. (Reshetnev Siberian State University of Science and Technology)

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