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Dimension Reduction, Generalized Deformable Models and the Development ofOccularity and Orientation

机译:降维,广义可变形模型与环境与定位的发展

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It has been proposed that the spatial organization of cells in the visual cortexsatisfies an optimization criteria based on a smooth mapping criterion. We apply this criteria to the development of occularity and show that it can be expressed in terms of a generalized deformable model. From this model we can derive two alternative algorithms, one based on elastic net model of Goodhill and Willshaw (1990) and the Hebbian models of Miller et al. (1989) and Tanaka (1990), even though their biophysical mechanisms are very different same techniques to the development of orientation shows mathematically that a variant of the dimension reduction criterion (Durbin and Mitchison 1990) can be closely approximated by an elastic net. Computer simulations of our algorithms give good agreement with experimental data.

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