In the work, the authors propose using adapted nonlinear dynamics methods to prepare time series data for the forecast procedure in order to identify chaotic dynamics and to select forecast methods and models. Discussion: Each step of the proposed set of methods for data preprocessing allows us to put forward proposals on certain properties of the studied time series. This, in turn, proves that to obtain reliable and reasonable conclusions about the type of behavior of the investigated system, the results of one of the many existing tests are not enough. Results: Conducting a comprehensive analysis, will most correctly determine the type of behavior of the time series and its characteristics, which will make it possible to obtain a reliable...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
In this paper, the authors propose the use of adapted nonlinear dynamics methods for preparing time ...
The last few years have witnessed a great interest in nonlinear dynamies. This fascinating subject h...
The purpose of this paper is to present a new method for studying qualitative behaviour of unknown n...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
To show that a mathematical model exhibits chaotic behaviour does not prove that chaos is also prese...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
In this paper, the authors propose the use of adapted nonlinear dynamics methods for preparing time ...
The last few years have witnessed a great interest in nonlinear dynamies. This fascinating subject h...
The purpose of this paper is to present a new method for studying qualitative behaviour of unknown n...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
To show that a mathematical model exhibits chaotic behaviour does not prove that chaos is also prese...
Chaotic dynamics are the paradigm of complex and unpredictable evolution due to their built-in featu...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
From an empirical point of view, it is difficult to distinguish between fluctuations provoked by ran...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...
Different prediction methods for chaotic deterministic systems are compared. Two methods of reconstr...