Classification of cat ganglion retinal cells and implications for shape-function relationship

R. C. Coelho, Cesare Valenti, Júlia Sawaki Tanaka, L. Costa
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Abstract

This article presents a quantitative approach to ganglion cell classification by considering combinations of several geometrical features including fractal dimension, symmetry, diameter, eccentricity and convex hull. Special attention is given to moment and symmetry-based features. Several combinations of such features are fed to two clustering methods (Ward's hierarchical scheme and K-Means) and the respectively obtained classifications are compared. The results indicate the superiority of some features, also suggesting possible biological implications.
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猫神经节视网膜细胞的分类及其形状-功能关系的意义
本文通过考虑分形维数、对称性、直径、偏心率和凸壳等几何特征的组合,提出了一种定量的神经节细胞分类方法。特别注意的是基于矩和对称的特征。将这些特征的几种组合馈送到两种聚类方法(Ward’s hierarchical scheme和K-Means)中,并对各自得到的分类进行比较。结果表明了某些特征的优越性,也暗示了可能的生物学意义。
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