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New distance function - PowerPoint PPT Presentation

Dimensionality reduction

Dimensionality reduction. Outline. From distances to points : MultiDimensional Scaling (MDS) FastMap Dimensionality Reductions or data projections Random projections Principal Component Analysis (PCA). Multi-Dimensional Scaling (MDS).

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471 views • 27 slides

An Impossibility Theorem for Clustering

An Impossibility Theorem for Clustering . By Jon Kleinberg. Definitions. Clustering function: operates on a set S of more than 2 points and the distances among them where is a partition of S Distance function: the distance is 0 only for d(i,i)

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471 views • 23 slides

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New distance function - PowerPoint PPT Presentation

Dimensionality reduction

An Impossibility Theorem for Clustering