The book introduces different dimensionality reduction methods with their mathematical principles and calculation procedure. Apart typical dimensionality reduction methods, the book pay more attentions to nonlinear method discussions and makes detailed descriptions to nonlinear methods of their main thought, mathematical basis, calculation and procedure which developed in recent period; in addition, the book also introduces dimensionality reduction application on letter distinguishing, face detection, picture segmentation, and data visualization, etc.
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paperback. Condition: New. Paperback Pages Number: 356 Language: in English. Many objects in our world can be electronic represented with a high-dimensional data-speech signals. images. videos. electrical text documents.We often need to analyze a large amount of the data and process them. However. due to the high dimension of these data. directly processing them using reg-ular systems may be too complicated and unstable to be feasible. In order toprocess high-dimensional data. dimensionality reduction technique becomes. Seller Inventory # N15469
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