edu.berkeley.cs.amplab.mlmatrix

LinearSystem

object LinearSystem extends Serializable

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  8. def createLinearSystems(sc: SparkContext, numRows: Int, numCols: Int, numClasses: Int, numParts: Int, condNumbers: Seq[Double], thetas: Seq[Double]): Seq[LinearSystem]

    Create several linear systems with varying condition numbers and thetas, where theta is the angle between the vector b and the range of A.

    Create several linear systems with varying condition numbers and thetas, where theta is the angle between the vector b and the range of A. We create a matrix A with a specific condition number by first setting the entries of a diagonal matrix to be the desired singular values of A, and then hitting this diagonal matrix with orthogonal matrices U and V on the left and right respectively. When we create the matrix U, we create a matrix with one additional column, called qe. The vector qe is then orthogonal to the range of A and we can use qe to create a vector b at the specified angle theta away from the range of A.

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