Effective principal component analysis

    SISAP, pp. 1-7, 2012.

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    Keywords:
    effective principal component analysismain limitationprincipal component analysisalgorithmic techniquespecific challenge

    Abstract:

    Principal Component Analysis (PCA) is one of the most widely used algorithmic techniques. When is PCA provably effective? What are its main limitations and how can we get around them? In this note, we discuss three specific challenges.

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