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copent (version 0.5)

Estimating Copula Entropy and Transfer Entropy

Description

The nonparametric methods for estimating copula entropy, transfer entropy, and the statistics for multivariate normality test and two-sample test are implemented. The methods for estimating transfer entropy and the statistics for multivariate normality test and two-sample test are based on the method for estimating copula entropy. The method for change point detection with copula entropy based two-sample test is also implemented. Please refer to Ma and Sun (2011) , Ma (2019) , Ma (2022) , Ma (2023) , and Ma (2024) for more information.

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install.packages('copent')

Monthly Downloads

468

Version

0.5

License

GPL (>= 2)

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Maintainer

MA Jian

Last Published

June 7th, 2024

Functions in copent (0.5)

ci

Conditional independence test with copula entropy
copent

Estimating copula entropy
cpd

Single change point detection with copula entropy based two-sample test
construct_empirical_copula

Construct empirical copula by rank statistic
entknn

Estimating entropy from data with kNN method
transent

Estimating transfer entropy via copula entropy
mvnt

Multivariate normality test with copula entropy
tst

Two-sample test with copula entropy
mcpd

Multiple change point detection with copula entropy based two-sample test