Complexity measures are essential to understand complex systems and there are numerous definitions to analyze one-dimensional data. However, extensions of these approaches to two or higher-dimensional data, such as images, are much less common. Here, we reduce this gap by applying the ideas of the permutation entropy combined with a relative entropic index. We build up a numerical procedure that can be easily implemented to evaluate the complexity of two or higher-dimensional patterns. We work out this method in different scenarios where numerical experiments and empirical data were taken into account. Specifically, we have applied the method to i) fractal landscapes generated numerically where we compare our measures with the Hurst exponen...
This paper aims at introducing the Lempel–Ziv permutation complexity vs. permutation entropy plane (...
One of the most useful tools for distinguishing between chaotic and stochastic time series is the so...
Acknowledgment One of us, (SJW), wishes to acknowledge financial support from the Carnegie Trust for...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Abstract. To describe quantitatively the complexity of two-dimensional patterns we introduce a compl...
Multiscale entropy (MSE) has become a prevailing method to quantify the complexity of systems. Unfor...
<p>We have employed fractal surfaces of size (). In (a) we plot and versus for the embedding dim...
This is a paper in the intersection of time series analysis and complexity theory that presents new...
Shannon entropy fails to discriminate structurally different patterns in two-dimensional images. We ...
This paper is part of a series addressing the empirical/statistical distribution of the diversity of...
A simplified approach based on the cumulant analysis of the Shannon entropy is proposed for measurin...
Nowadays we are often faced with huge databases resulting from the rapid growth of data storage tech...
Measuring the complexity of dynamical systems is important in order to classify them and better unde...
This paper aims at introducing the Lempel–Ziv permutation complexity vs. permutation entropy plane (...
One of the most useful tools for distinguishing between chaotic and stochastic time series is the so...
Acknowledgment One of us, (SJW), wishes to acknowledge financial support from the Carnegie Trust for...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Complexity measures are essential to understand complex systems and there are numerous definitions t...
Abstract. To describe quantitatively the complexity of two-dimensional patterns we introduce a compl...
Multiscale entropy (MSE) has become a prevailing method to quantify the complexity of systems. Unfor...
<p>We have employed fractal surfaces of size (). In (a) we plot and versus for the embedding dim...
This is a paper in the intersection of time series analysis and complexity theory that presents new...
Shannon entropy fails to discriminate structurally different patterns in two-dimensional images. We ...
This paper is part of a series addressing the empirical/statistical distribution of the diversity of...
A simplified approach based on the cumulant analysis of the Shannon entropy is proposed for measurin...
Nowadays we are often faced with huge databases resulting from the rapid growth of data storage tech...
Measuring the complexity of dynamical systems is important in order to classify them and better unde...
This paper aims at introducing the Lempel–Ziv permutation complexity vs. permutation entropy plane (...
One of the most useful tools for distinguishing between chaotic and stochastic time series is the so...
Acknowledgment One of us, (SJW), wishes to acknowledge financial support from the Carnegie Trust for...