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It avoids the curse of dimensionality. The algorithm actually constructs new set of properties based on combination of the old ones.

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So, what should we do with eigenvalues and eigenvectors? After previous dataset preparation, lets model a neural network using all features at once and then to apply the test dataset. The eigenvectors that correspond to the largest eigenvalues the reduction de l'estomac principal components code promo new balance france can now be used to reconstruct a large fraction of the variance of the original data.

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The resulting technique is entitled kernel PCA. However, many of these features will measure related properties and so will be redundant. Isbn References edit Fodor,. Autoencoder edit Main article: Autoencoder Autoencoders can be used to learn non-linear dimension reduction functions and codings together with an inverse function from the coding to the original representation.

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