Modelling the Dynamics of the World Stock Indices
Анотація
The article considers the issues of modelling the dynamics of the economic system, which is described by the aggregate of indicators from some major world stock indices. The practical possibility of application of methodology of dynamic factor analysis for researching such systems has been substantiated. The mathematical model, combining approaches of factor analysis and autoregressive estimation, has been developed. In contrast to the classical models of the vector time series analysis, a dynamic factor system is used to simulate evolution, which is more informative than the original aggregate of indicators. The basic calculated correlations of the constructed mathematical model and the direction of adaptation of the developed algorithm for solving a wide spectrum of forecasting tasks have been provided. Unlike well-known models, the proposed technique allows to define a certain interval of reasonable forecast values, the boundaries of which depend on the parameters of the model. The error in the control time interval, determined when comparing the averaged values of the forecasts for several indicators with actual index values, persists in the range of 1 – 2%, which confirms the high efficiency of the proposed methodology and the possibility of its use in research practice.
Класифікація
Рецензії (0)
Написати рецензіюРецензій ще немає. Будьте першим!
Схожі роботи
Approximation of multifractional Brownian motion by absolutely continuous processes
Схоже за: Complex Systems and Time Series Analysis
Turbulent processes in Earth's magnetosheath by Cluster mission measurements
Схоже за: Complex Systems and Time Series Analysis
Game problems for fractional quasilinear systems
Схоже за: Complex Systems and Time Series Analysis
Analysing Social Epidemics by Delayed Stochastic Models
Схоже за: Complex Systems and Time Series Analysis
Exploring frequency of price overreactions in the Ukrainian stock market
Схоже за: Complex Systems and Time Series Analysis
Multifractality of Brownian motion near absorbing polymers
Схоже за: Complex Systems and Time Series Analysis