com.etsy.conjecture.scalding

SVD

object SVD extends Serializable

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  6. def apply[R, C](X: Pipe, d: Int, extra_power: Boolean = true, reducers: Int = 500, no_power: Boolean = false): (Pipe, Pipe, Pipe)

    based on http://amath.

    based on http://amath.colorado.edu/faculty/martinss/Pubs/2012_halko_dissertation.pdf page 121.

    generic parameters: R: the type of the row name variable. C: the type of the column name variable.

    input: X: a sparse matrix in the form ('row, 'col, 'val), with tuples of type (R, C, Double). d: number of principle components / singular values to compute extra_power: whether to take the second power of XX' in order to improve the approximation quality. reducers: how many reducers to use in the map-reduce stages.

    output: (U, E, V) with U : pipe of ('row, 'vec) where vec is a RealVector E : pipe of 'E which is an Array[Double] of singular values. V : pipe of ('col, 'vec) where vec is a RealVector note that the vectors are rows of the matrices U and V, not the columns which correspond to the left and right singular vectors.

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