Spherical Self-Organizing Maps. a comprehensive view

Spherical Self-Organizing Maps. a comprehensive view

Archana Sangole

     

бумажная книга



Издательство: Книга по требованию
Дата выхода: июль 2011
ISBN: 978-3-6391-5509-9
Объём: 156 страниц
Масса: 258 г
Размеры(В x Ш x Т), см: 23 x 16 x 1

The thesis documents various implementations of the spherical self-organizing feature map spanning from range imagery to multi-dimensional satellite imagery. Other implementations include archaeological data and face modeling. The techniques are adapted versions of the fundamental learning strategy of the self-organizing map, introduced by Dr. Teuvo Kohonen, and implemented within a spherical topology. Continuity in learning is imposed by the predefined spherical lattice which also transforms the data into a 3D tessellated form. Since the tessellated forms originate from a sphere they simplify the computation of transformation parameters, object re-orientation etc. commonly used in three-dimensional graphics.

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