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A MATLAB code for analyzing the distribution of CH distribution in C3S paste Core Functionality Circle Detection via Monte Carlo Simulation Generates num_simulations random circles within the image boundaries using uniform sampling Calculates pixel intensity sums within each circle's radius Ranks circles by pixel coverage and retains top num_circles_to_keep candidates Spatial Distribution Analysis Distance Matrix: Computes pairwise Euclidean distances between circle centers Uniformity Metrics: Average Nearest Neighbor Distance: Quantifies spatial clustering Clark-Evans Index: Tests randomness hypothesis (value >1 indicates uniformity) Moran's I: Measures spatial autocorrelation (requires custom spatial weights) Visualization Overlays detected circles on original/image masks using viscircles Plots center distributions via scatter plots with axis equalization Input/Output Specifications Parameter Description image Binary matrix (0-1 values) radius Pixel radius of target circles num_circles_to_keep Top-ranked circles by intensity summation Output circle_centers Coordinates matrix [X,Y] of optimal circles
citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |