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silhouette function  (MathWorks Inc)


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    MathWorks Inc silhouette function
    Silhouette Function, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/silhouette+function/pm39644924-161-6-9
    Average 90 stars, based on 1 article reviews
    silhouette function - by Bioz Stars, 2026-11
    90/100 stars

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    Article Title: Service reliability evaluation of highway tunnel based on digital image processing.
    Article Snippet: In Matlab, the contour coefficient is calculated by using the silhouette function [32].


    Article Title: Profiling Dynamic Patterns of Single‐Cell Motility
    Article Snippet: [ ] Silhouette values were calculated in MATLAB's silhouette function.

    Article Title: A shifting role of thalamocortical connectivity in the emergence of cortical functional organization.
    Article Snippet: The cortical patterning principle has been a long-standing question in neuroscience, yet how this translates to macroscale functional specialization in the human brain remains largely unknown.. Here we examine age-dependent differences in resting-state thalamocortical connectivity to investigate its role in the emergence of large-scale functional networks during early life, using a primarily cross-sectional but also longitudinal approach.. We show that thalamocortical connectivity during infancy reflects an early differentiation of sensorimotor networks and genetically influenced axonal projection.

    Article Title: SoundScape learning: An automatic method for separating fish chorus in marine soundscapes.
    Article Snippet: The Silhouette score (SS) was calculated using the mean intracluster (i) and near-cluster distance (n) for each sample; the Silhouette score for a sample is defined by SS 1⁄4 n i max i; nð Þ : (6) Silhouette scores were calculated for original and low rank matrices using the silhouette function in MATLAB to create plots that visualize differences in cluster quality.

    Article Title: Neural response properties predict perceived contents and locations elicited by intracranial electrical stimulation of human auditory cortex.
    Article Snippet: To evaluate the explanatory power of the cluster results, we calculated the percent variance (R2) with the following function: R2 = 1 − ∑ ( X − X̂ )2 ∑ ( Xi − X )2 (2) We calculated the silhouette index (SI) to evaluate the clustering goodness of fit using the silhouette function in Matlab.

    Article Title: Profiling Dynamic Patterns of Single-Cell Motility.
    Article Snippet: [26] Silhouette values were calculated in MATLAB’s silhouette function.



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    MathWorks Inc matlab function 'silhouette
    a Surgery for recording l/vlPAG vgat calcium transients (top). Example l/vlPAG vgat traces (bottom). b Order of assays. c L/vlPAG vgat activity centered at eating onset (cricket assay n = 223 neurons; walnut assay n = 204 neurons). d Representation of behaviors in principal component space (PC) during cricket hunting (see example on left). Clustering quality was measured by <t>silhouette</t> score, which was higher than the chance level of zero (dotted red line) ( n = 4 mice; one-sample two-tailed t -test, t-statistic = 2.79, p = 0.059). e Same as d , but for walnut ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 14.37, p = 0.001). f Behaviors were decoded above chance (red dotted line) ( n = 4 mice; one-sample two-tailed t -test, cricket t-statistics: approach = 3.87, p = 0.031; eat = 5.59, p = 0.011; walnut t-statistics: approach = 4.75, p = 0.018, eat = 7.53, p = 0.005). g Cells co-registered across assays. h Mahalanobis distance between points from two clusters that display higher overlap (left panel with light and dark blue points) and two clusters that are well-separated (right panel with light and dark green points). i Mahalanobis distance between approach and eating clusters across the cricket and walnut assays in n-dimensions ( n = # of co-registered neurons). The distance between eating clusters across assays is smaller than the distance between approach clusters, indicating the representation of eating is more conserved than food approach (approach sample n = 527 time points, eat sample n = 1958 time points; two-tailed Wilcoxon rank-sum test, z-score = 22.88, p < 0.001). j Same as d , but for co-registered cells, showing conserved representation of behaviors across assays ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 4.22, p = 0.024). k The distance between individual points and cluster center is smaller in the eating cluster than the approach cluster, indicating the representation of eating is more conserved across assays (approach sample n = 1049 time points, eat sample n = 5492 time points; two-tailed Wilcoxon rank-sum two-tailed test, z-score = 10.35, p < 0.001). *** p < 0.001, ** p < 0.01, * p < 0.05, † p = 0.059. Data are presented as mean values +/- SEM. Source data are provided as a Source Data File.
    Matlab Function 'Silhouette, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/silhouette+function/pmc10920831-532-14-12
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    a Surgery for recording l/vlPAG vgat calcium transients (top). Example l/vlPAG vgat traces (bottom). b Order of assays. c L/vlPAG vgat activity centered at eating onset (cricket assay n = 223 neurons; walnut assay n = 204 neurons). d Representation of behaviors in principal component space (PC) during cricket hunting (see example on left). Clustering quality was measured by silhouette score, which was higher than the chance level of zero (dotted red line) ( n = 4 mice; one-sample two-tailed t -test, t-statistic = 2.79, p = 0.059). e Same as d , but for walnut ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 14.37, p = 0.001). f Behaviors were decoded above chance (red dotted line) ( n = 4 mice; one-sample two-tailed t -test, cricket t-statistics: approach = 3.87, p = 0.031; eat = 5.59, p = 0.011; walnut t-statistics: approach = 4.75, p = 0.018, eat = 7.53, p = 0.005). g Cells co-registered across assays. h Mahalanobis distance between points from two clusters that display higher overlap (left panel with light and dark blue points) and two clusters that are well-separated (right panel with light and dark green points). i Mahalanobis distance between approach and eating clusters across the cricket and walnut assays in n-dimensions ( n = # of co-registered neurons). The distance between eating clusters across assays is smaller than the distance between approach clusters, indicating the representation of eating is more conserved than food approach (approach sample n = 527 time points, eat sample n = 1958 time points; two-tailed Wilcoxon rank-sum test, z-score = 22.88, p < 0.001). j Same as d , but for co-registered cells, showing conserved representation of behaviors across assays ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 4.22, p = 0.024). k The distance between individual points and cluster center is smaller in the eating cluster than the approach cluster, indicating the representation of eating is more conserved across assays (approach sample n = 1049 time points, eat sample n = 5492 time points; two-tailed Wilcoxon rank-sum two-tailed test, z-score = 10.35, p < 0.001). *** p < 0.001, ** p < 0.01, * p < 0.05, † p = 0.059. Data are presented as mean values +/- SEM. Source data are provided as a Source Data File.

    Journal: Nature Communications

    Article Title: Control of feeding by a bottom-up midbrain-subthalamic pathway

    doi: 10.1038/s41467-024-46430-5

    Figure Lengend Snippet: a Surgery for recording l/vlPAG vgat calcium transients (top). Example l/vlPAG vgat traces (bottom). b Order of assays. c L/vlPAG vgat activity centered at eating onset (cricket assay n = 223 neurons; walnut assay n = 204 neurons). d Representation of behaviors in principal component space (PC) during cricket hunting (see example on left). Clustering quality was measured by silhouette score, which was higher than the chance level of zero (dotted red line) ( n = 4 mice; one-sample two-tailed t -test, t-statistic = 2.79, p = 0.059). e Same as d , but for walnut ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 14.37, p = 0.001). f Behaviors were decoded above chance (red dotted line) ( n = 4 mice; one-sample two-tailed t -test, cricket t-statistics: approach = 3.87, p = 0.031; eat = 5.59, p = 0.011; walnut t-statistics: approach = 4.75, p = 0.018, eat = 7.53, p = 0.005). g Cells co-registered across assays. h Mahalanobis distance between points from two clusters that display higher overlap (left panel with light and dark blue points) and two clusters that are well-separated (right panel with light and dark green points). i Mahalanobis distance between approach and eating clusters across the cricket and walnut assays in n-dimensions ( n = # of co-registered neurons). The distance between eating clusters across assays is smaller than the distance between approach clusters, indicating the representation of eating is more conserved than food approach (approach sample n = 527 time points, eat sample n = 1958 time points; two-tailed Wilcoxon rank-sum test, z-score = 22.88, p < 0.001). j Same as d , but for co-registered cells, showing conserved representation of behaviors across assays ( n = 4 mice; one-one-sample two-tailed t -test, t-statistic = 4.22, p = 0.024). k The distance between individual points and cluster center is smaller in the eating cluster than the approach cluster, indicating the representation of eating is more conserved across assays (approach sample n = 1049 time points, eat sample n = 5492 time points; two-tailed Wilcoxon rank-sum two-tailed test, z-score = 10.35, p < 0.001). *** p < 0.001, ** p < 0.01, * p < 0.05, † p = 0.059. Data are presented as mean values +/- SEM. Source data are provided as a Source Data File.

    Article Snippet: The silhouette score was calculated across these three behavioral clusters using the Matlab function ‘silhouette’.

    Techniques: Activity Assay, Two Tailed Test