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multi-dimensional scaling (mds)  (Verlag GmbH)

 
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    Verlag GmbH multi-dimensional scaling (mds)
    Multi Dimensional Scaling (Mds), supplied by Verlag GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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    Article Title: Overfitting, generalization, and MSE in class probability estimation with high-dimensional data.
    Article Snippet: Accurate class probability estimation is important for medical decision making but is challenging, particularly when the number of candidate features exceeds the number of cases.. Special methods have been developed for nonprobabilistic classification, but relatively little attention has been given to class probability estimation with numerous candidate variables.. In this paper, we investigate overfitting in the development of regularized class probability estimators.



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    The innate functional organization of ventral cortex within 1 day after birth and its development in the first month of age in human newborns. (a) The pairwise correlation matrix describes the functional correlations among 34 ROIs across hemispheres in ventral cortex. (b) The scatter graph illustrates the correlation coefficients ( r ) between 34 pairs of bilateral homotopic areas, and the dash line indicates the corrected threshold (Bonferroni corrected p < 0.01). (c) The box graph depicts the comparison between homotopic and non-homotopic connections at birth. (d) <t>Multidimensional</t> <t>scaling</t> and community groups obtained from the pairwise ipsilateral connections between 34 ROIs in right ventral cortex and the corresponding projection on the cortical surface. The color of the nodes in (d) indicate the cluster identity in the community structure analysis and color of the lines connecting the nodes indicate the functional correlation ( r value) between two nodes within the right hemisphere. The correlation coefficient maps between the homotopic correlation and PMA (e) or postnatal time (f) in 34 ROIs, the maroon contours indicated the significant regions after FDR correlation (FDR q < 0.05). The correlation between network measurements of the right hemisphere and PMA (g) or postnatal time (h). The values in the bracket indicate the partial correlation coefficients in (h) between the network properties and postnatal time when controlling for PMA. * p < 0.05, *** p < 0.001.
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    The innate functional organization of ventral cortex within 1 day after birth and its development in the first month of age in human newborns. (a) The pairwise correlation matrix describes the functional correlations among 34 ROIs across hemispheres in ventral cortex. (b) The scatter graph illustrates the correlation coefficients ( r ) between 34 pairs of bilateral homotopic areas, and the dash line indicates the corrected threshold (Bonferroni corrected p < 0.01). (c) The box graph depicts the comparison between homotopic and non-homotopic connections at birth. (d) <t>Multidimensional</t> <t>scaling</t> and community groups obtained from the pairwise ipsilateral connections between 34 ROIs in right ventral cortex and the corresponding projection on the cortical surface. The color of the nodes in (d) indicate the cluster identity in the community structure analysis and color of the lines connecting the nodes indicate the functional correlation ( r value) between two nodes within the right hemisphere. The correlation coefficient maps between the homotopic correlation and PMA (e) or postnatal time (f) in 34 ROIs, the maroon contours indicated the significant regions after FDR correlation (FDR q < 0.05). The correlation between network measurements of the right hemisphere and PMA (g) or postnatal time (h). The values in the bracket indicate the partial correlation coefficients in (h) between the network properties and postnatal time when controlling for PMA. * p < 0.05, *** p < 0.001.
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    The innate functional organization of ventral cortex within 1 day after birth and its development in the first month of age in human newborns. (a) The pairwise correlation matrix describes the functional correlations among 34 ROIs across hemispheres in ventral cortex. (b) The scatter graph illustrates the correlation coefficients ( r ) between 34 pairs of bilateral homotopic areas, and the dash line indicates the corrected threshold (Bonferroni corrected p < 0.01). (c) The box graph depicts the comparison between homotopic and non-homotopic connections at birth. (d) <t>Multidimensional</t> <t>scaling</t> and community groups obtained from the pairwise ipsilateral connections between 34 ROIs in right ventral cortex and the corresponding projection on the cortical surface. The color of the nodes in (d) indicate the cluster identity in the community structure analysis and color of the lines connecting the nodes indicate the functional correlation ( r value) between two nodes within the right hemisphere. The correlation coefficient maps between the homotopic correlation and PMA (e) or postnatal time (f) in 34 ROIs, the maroon contours indicated the significant regions after FDR correlation (FDR q < 0.05). The correlation between network measurements of the right hemisphere and PMA (g) or postnatal time (h). The values in the bracket indicate the partial correlation coefficients in (h) between the network properties and postnatal time when controlling for PMA. * p < 0.05, *** p < 0.001.
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    Image Search Results


    The innate functional organization of ventral cortex within 1 day after birth and its development in the first month of age in human newborns. (a) The pairwise correlation matrix describes the functional correlations among 34 ROIs across hemispheres in ventral cortex. (b) The scatter graph illustrates the correlation coefficients ( r ) between 34 pairs of bilateral homotopic areas, and the dash line indicates the corrected threshold (Bonferroni corrected p < 0.01). (c) The box graph depicts the comparison between homotopic and non-homotopic connections at birth. (d) Multidimensional scaling and community groups obtained from the pairwise ipsilateral connections between 34 ROIs in right ventral cortex and the corresponding projection on the cortical surface. The color of the nodes in (d) indicate the cluster identity in the community structure analysis and color of the lines connecting the nodes indicate the functional correlation ( r value) between two nodes within the right hemisphere. The correlation coefficient maps between the homotopic correlation and PMA (e) or postnatal time (f) in 34 ROIs, the maroon contours indicated the significant regions after FDR correlation (FDR q < 0.05). The correlation between network measurements of the right hemisphere and PMA (g) or postnatal time (h). The values in the bracket indicate the partial correlation coefficients in (h) between the network properties and postnatal time when controlling for PMA. * p < 0.05, *** p < 0.001.

    Journal: bioRxiv

    Article Title: Development of visual cortex in human neonates are selectively modified by postnatal experience

    doi: 10.1101/2022.03.16.484671

    Figure Lengend Snippet: The innate functional organization of ventral cortex within 1 day after birth and its development in the first month of age in human newborns. (a) The pairwise correlation matrix describes the functional correlations among 34 ROIs across hemispheres in ventral cortex. (b) The scatter graph illustrates the correlation coefficients ( r ) between 34 pairs of bilateral homotopic areas, and the dash line indicates the corrected threshold (Bonferroni corrected p < 0.01). (c) The box graph depicts the comparison between homotopic and non-homotopic connections at birth. (d) Multidimensional scaling and community groups obtained from the pairwise ipsilateral connections between 34 ROIs in right ventral cortex and the corresponding projection on the cortical surface. The color of the nodes in (d) indicate the cluster identity in the community structure analysis and color of the lines connecting the nodes indicate the functional correlation ( r value) between two nodes within the right hemisphere. The correlation coefficient maps between the homotopic correlation and PMA (e) or postnatal time (f) in 34 ROIs, the maroon contours indicated the significant regions after FDR correlation (FDR q < 0.05). The correlation between network measurements of the right hemisphere and PMA (g) or postnatal time (h). The values in the bracket indicate the partial correlation coefficients in (h) between the network properties and postnatal time when controlling for PMA. * p < 0.05, *** p < 0.001.

    Article Snippet: Non-classical multi-dimensional scaling (MDS) was carried on the distance matrix with Kruskal’s normalized criterion in MATLAB.

    Techniques: Functional Assay, Comparison