Similarity and Distance Quantification Between Probability Functions
Additive symmetric chi-squared distance (lowlevel function)
AVG distance (lowlevel function)
Bhattacharyya distance (lowlevel function)
Kernel Density Estimation
Canberra distance (lowlevel function)
Shannon's Conditional-Entropy
Chebyshev distance (lowlevel function)
Clark squared distance (lowlevel function)
Cosine distance (lowlevel function)
Czekanowski distance (lowlevel function)
Dice distance (lowlevel function)
Distances and Similarities between Many Probability Density Functions
Distances and Similarities between One and Many Probability Density Fu...
Distances and Similarities between Two Probability Density Functions
Distance Diversity between Probability Density Functions
Distances and Similarities between Probability Density Functions
Divergence squared distance (lowlevel function)
Estimate Probability Vectors From Count Vectors
Euclidean distance (lowlevel function)
Fidelity distance (lowlevel function)
Get method names for distance
Generalized Jensen-Shannon Divergence
Gower distance (lowlevel function)
Shannon's Entropy
Harmonic mean distance (lowlevel function)
Hellinger distance (lowlevel function)
Inner product distance (lowlevel function)
Intersection distance (lowlevel function)
Jaccard distance (lowlevel function)
Shannon's Joint-Entropy
Jeffreys distance (lowlevel function)
Jensen difference (lowlevel function)
Jensen-Shannon distance (lowlevel function)
Jensen-Shannon Divergence
K-Divergence (lowlevel function)
Kullback-Leibler Divergence
Kulczynski_d distance (lowlevel function)
kullback-Leibler distance (lowlevel function)
Kumar hassebrook distance (lowlevel function)
Kumar-Johnson distance (lowlevel function)
Linear Correlation
Lorentzian distance (lowlevel function)
Manhattan distance (lowlevel function)
Matusita distance (lowlevel function)
Shannon's Mutual Information
Minkowski distance (lowlevel function)
Motyka distance (lowlevel function)
Neyman chi-squared distance (lowlevel function)
Pearson chi-squared distance (lowlevel function)
Probability symmetric chi-squared distance (lowlevel function)
Ruzicka distance (lowlevel function)
Soergel distance (lowlevel function)
Sorensen distance (lowlevel function)
Squared chi-squared distance (lowlevel function)
Squared chord distance (lowlevel function)
Squared euclidean distance (lowlevel function)
Taneja difference (lowlevel function)
Tanimoto distance (lowlevel function)
Topsoe distance (lowlevel function)
Wave hedges distance (lowlevel function)
Computes 46 optimized distance and similarity measures for comparing probability functions (Drost (2018) <doi:10.21105/joss.00765>). These comparisons between probability functions have their foundations in a broad range of scientific disciplines from mathematics to ecology. The aim of this package is to provide a core framework for clustering, classification, statistical inference, goodness-of-fit, non-parametric statistics, information theory, and machine learning tasks that are based on comparing univariate or multivariate probability functions.
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