Jensen–Shannon divergence (JSD)horizontal visibility graph (HVG)time series irreversibilityKullback–Leibler divergence (KLD)complex time seriesIn this paper, we propose Jensen–Shannon divergence (JSD) based on horizontal visibility graph (HVG) to measure the time series irreversibility for both ...
#include <simsimd/simsimd.h> int main() { simsimd_f64_t f64s[1536]; simsimd_f32_t f32s[1536]; simsimd_f16_t f16s[1536]; simsimd_distance_t divergence; // Jensen-Shannon divergence between two vectors simsimd_js_f16(f16s, f16s, 1536, &divergence); simsimd_js_f32(f32s, f...
Inspired by this, a new Jensen–Shannon divergence measure for intuitionistic fuzzy sets (IFSs) is introduced and some basic properties for this new divergence measure are obtained. In particular, this divergence measure, and its induced similarity measure, and induced entropy measure satisfy the ...
in the case of pairs of networks, the graphs are first merged by connecting each node from one network to any other node in the other network. Successively, continuous-time quantum walks are used to explore the composite system and the quantum Jensen–Shannon divergence between the evolution ...
The first form, which is equivalent to minimizing the Jensen-Shannon Divergence (JSD) between the generated distribution and the real distribution under the optimal discriminator, faces the gradient vanishing problem, Due to the discontinuity of the JSD and the difficulty in generating a random ...
The overall microbial functional diversity was also significantly (Po0.01) higher in the samples treated with nitrate based on the Shannon–Weiner (H') and Simpson's (1/D) indices. In addition, significantly (Po0.01) positive correlations were observed among the abundances of different functional...
Jensen–Shannon divergenceStatistical complexityA methodology to analyze dynamical changes in complex networks based on Information Theory quantifiers is proposed. The square root of the Jensen–Shannon divergence, a measure of dissimilarity between two probability distributions, and the MPR Statistical ...
Therefore, in this article, we propose a novel Complex Pausibility Belief Jensen鈥揝hannon divergence (CPBJS) built upon the newly defined generalized belief function (GBel) and generalized plausibility function (GPl) to consider involving quantum interference, which can effectively measure conflicts ...
Various quality metrics (e.g., Jensen-Shannon divergence (JSD), Supplementary Data 1) were cal- culated following the method described by Kern et al.29. RRBS data were processed using Bismark66 (v.0.22.1) with parameters set in the RRBS pipeline (https:// github.com/zhypan/Functional-...
As indicated by the values of Nei’s genetic diversity (0.127), the Shannon-Weaver index (0.202) and the percentage of polymorphic bands (51.6%), the analysed population ofF. temperatumstrains exhibited slightly lower level of diversity thanF. verticillioides. Genetic similarity coefficients...