ordpy: A Python package for data analysis with permutation entropy and ordinal network methods

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

On the automatic parameter selection for permutation entropy

(2020) Audun Myers et al.   CHAOS

Array programming with NumPy

(2020) Charles R. Harris et al.   NATURE

The Optimized Multi-Scale Permutation Entropy and Its Application in Compound Fault Diagnosis of Rotating Machinery

(2019) Xianzhi Wang et al.   Entropy

Ordinal partition transition network based complexity measures for inferring coupling direction and delay from time series

(2019) Yijing Ruan et al.   CHAOS

Embedded Dimension and Time Series Length. Practical Influence on Permutation Entropy and Its Applications

(2019) David Cuesta-Frau et al.   Entropy

Learning and distinguishing time series dynamics via ordinal patterns transition graphs

(2019) João B. Borges et al.   APPLIED MATHEMATICS AND COMPUTATION

Weighted multiscale Rényi permutation entropy of nonlinear time series

(2018) Shijian Chen et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Characterization of time series via Rényi complexity–entropy curves

(2018) M. Jauregui et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Opinion: Is science really facing a reproducibility crisis, and do we need it to?

(2018) Daniele Fanelli   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Patterns with Equal Values in Permutation Entropy: Do They Really Matter for Biosignal Classification?

(2018) David Cuesta–Frau et al.   COMPLEXITY

History of art paintings through the lens of entropy and complexity

(2018) Higor Y. D. Sigaki et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Anomaly Detection in Paleoclimate Records Using Permutation Entropy

(2018) Joshua Garland et al.   Entropy

Complex network approaches to nonlinear time series analysis

(2018) Yong Zou et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Permutation Entropy: New Ideas and Challenges

(2017) Karsten Keller et al.   Entropy

A New Kind of Permutation Entropy Used to Classify Sleep Stages from Invisible EEG Microstructure

(2017) Christoph Bandt   Entropy

Multiscale ordinal network analysis of human cardiac dynamics

(2017) M. McCullough et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Permutation entropy based time series analysis: Equalities in the input signal can lead to false conclusions

(2017) Luciano Zunino et al.   PHYSICS LETTERS A

Science and data science

(2017) David M. Blei et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Counting forbidden patterns in irregularly sampled time series. II. Reliability in the presence of highly irregular sampling

(2016) Konstantinos Sakellariou et al.   CHAOS

Using ordinal partition transition networks to analyze ECG data

(2016) Christopher W. Kulp et al.   CHAOS

Counting forbidden patterns in irregularly sampled time series. I. The effects of under-sampling, random depletion, and timing jitter

(2016) Michael McCullough et al.   CHAOS

Using forbidden ordinal patterns to detect determinism in irregularly sampled time series

(2016) C. W. Kulp et al.   CHAOS

Discriminating image textures with the multiscale two-dimensional complexity-entropy causality plane

(2016) Luciano Zunino et al.   CHAOS SOLITONS & FRACTALS

Permutation and weighted-permutation entropy analysis for the complexity of nonlinear time series

(2016) Jianan Xia et al.   Communications in Nonlinear Science and Numerical Simulation

Amplitude-aware permutation entropy: Illustration in spike detection and signal segmentation

(2016) Hamed Azami et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

1,500 scientists lift the lid on reproducibility

(2016) Monya Baker   NATURE

Time lagged ordinal partition networks for capturing dynamics of continuous dynamical systems

(2015) Michael McCullough et al.   CHAOS

Nonlinear time-series analysis revisited

(2015) Elizabeth Bradley et al.   CHAOS

Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package

(2015) Jonathan F. Donges et al.   CHAOS

Permutation min-entropy: An improved quantifier for unveiling subtle temporal correlations

(2015) Luciano Zunino et al.   EPL

Programming: Pick up Python

(2015) Jeffrey M. Perkel   NATURE

EEG entropy measures in anesthesia

(2015) Zhenhu Liang et al.   Frontiers in Computational Neuroscience

Characterizing system dynamics with a weighted and directed network constructed from time series data

(2014) Xiaoran Sun et al.   CHAOS

Rényi Divergence and Kullback-Leibler Divergence

(2014) Tim van Erven et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Interactive notebooks: Sharing the code

(2014) Helen Shen   NATURE

Ordinal symbolic analysis and its application to biomedical recordings

(2014) J. M. Amigo et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

powerlaw: A Python Package for Analysis of Heavy-Tailed Distributions

(2014) Jeff Alstott et al.   PLoS One

Practical considerations of permutation entropy

(2013) M. Riedl et al.   European Physical Journal-Special Topics

Computing: A vision for data science

(2013) Chris A. Mattmann   NATURE

Conditional entropy of ordinal patterns

(2013) Anton M. Unakafov et al.   PHYSICA D-NONLINEAR PHENOMENA

Weighted-permutation entropy: A complexity measure for time series incorporating amplitude information

(2013) Bilal Fadlallah et al.   PHYSICAL REVIEW E

Multivariate Multi-Scale Permutation Entropy for Complexity Analysis of Alzheimer’s Disease EEG

(2012) Francesco Carlo Morabito et al.   Entropy

Permutation Entropy and Its Main Biomedical and Econophysics Applications: A Review

(2012) Massimiliano Zanin et al.   Entropy

On the efficiency of sovereign bond markets

(2012) Luciano Zunino et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Modified permutation-entropy analysis of heartbeat dynamics

(2012) Chunhua Bian et al.   PHYSICAL REVIEW E

Distinguishing chaotic and stochastic dynamics from time series by using a multiscale symbolic approach

(2012) L. Zunino et al.   PHYSICAL REVIEW E

Complexity-Entropy Causality Plane as a Complexity Measure for Two-Dimensional Patterns

(2012) Haroldo V. Ribeiro et al.   PLoS One

Classifying cardiac biosignals using ordinal pattern statistics and symbolic dynamics

(2011) U. Parlitz et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Detection of epileptic electroencephalogram based on Permutation Entropy and Support Vector Machines

(2011) Nicoletta Nicolaou et al.   EXPERT SYSTEMS WITH APPLICATIONS

Permutation entropy: A nonlinear statistical measure for status characterization of rotary machines

(2011) Ruqiang Yan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Complexity–entropy causality plane: A useful approach for distinguishing songs

(2011) Haroldo V. Ribeiro et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Missing ordinal patterns in correlated noises

(2010) Laura C. Carpi et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Complexity-entropy causality plane: A useful approach to quantify the stock market inefficiency

(2010) Luciano Zunino et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Permutation-information-theory approach to unveil delay dynamics from time-series analysis

(2010) L. Zunino et al.   PHYSICAL REVIEW E

Two-dimensionalXYand clock models studied via the dynamics generated by rough surfaces

(2010) A. Faissal Brito et al.   PHYSICAL REVIEW E

Detecting and quantifying temporal correlations in stochastic resonance via information theory measures

(2009) O. A. Rosso et al.   EUROPEAN PHYSICAL JOURNAL B

Forbidden patterns, permutation entropy and stock market inefficiency

(2009) Luciano Zunino et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Forbidden patterns in financial time series

(2008) Massimiliano Zanin   CHAOS

Combinatorial detection of determinism in noisy time series

(2008) J. M. Amigó et al.   EPL

A non-parametric independence test using permutation entropy

(2008) Mariano Matilla-García et al.   JOURNAL OF ECONOMETRICS

Fractional Brownian motion, fractional Gaussian noise, and Tsallis permutation entropy

(2008) L. Zunino et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS