export interface SystemMatrix {
    upperTriangularNonZeros: number[][];
    permutationEncodedArray: Float64Array;
}
/**
 * Generates a lower triangular non-zeros of the first order smoother matrix (lambda D'D) where D is the derivate of the identity matrix
 * this function in combination with addWeights function can obtain (Q = W + lambda D'D) a penalized least square of Whittaker smoother,
 * it also generates a permutation encoded array.
 * @param dimension - The number of points in the matrix.
 * @param lambda - The factor of smoothness .
 * @returns An object containing the lower triangular non-zero elements of the matrix
 * and the permutation encoded array.
 * @property lowerTriangularNonZeros - The lower triangular non-zero elements of the matrix in triplet form.
 * @property permutationEncodedArray - The permutation encoded array generated using the Cuthill-McKee algorithm.
 */
export declare function createSystemMatrix(dimension: number, lambda: number): SystemMatrix;
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