fullRank {robustbase} | R Documentation

## Remove Columns (or Rows) From a Matrix to Make It Full Rank

### Description

From the QR decomposition with pivoting, (`qr(x, tol)` if n ≥ p), if the matrix is not of full rank, the corresponding columns (n >= p) or rows (n < p) are omitted to form a full rank matrix.

### Usage

    fullRank(x, tol = 1e-7, qrx = qr(x, tol=tol))

### Arguments

`x` | a numeric matrix of dimension n * p, or a similar object for which `qr()` works.
`tol` | tolerance for determining rank (deficiency). Currently is simply passed to `qr`.
`qrx` | optionally may be used to pass a `qr(x, ..)`; only used when `p <= n`.

### Value

a version of the matrix `x`, with less columns or rows if `x`'s rank was smaller than `min(n,p)`.

If `x` is of full rank, it is returned unchanged.

### Note

This is useful for robustness algorithms that rely on X matrices of full rank, e.g., `adjOutlyingness`.

This also works for numeric data frames and whenever `qr()` works correctly.

### Author(s)

Martin Maechler

### See Also

`qr`; for more sophisticated rank determination, `rankMatrix` from package Matrix.

### Examples

    stopifnot(identical(fullRank(wood), wood))

    ## More sophisticated and delicate
    dim(T <- tcrossprod(data.matrix(toxicity))) # 38 x 38
    dim(T. <- fullRank(T)) # 38 x 10
    if(requireNamespace("Matrix")) {
      rMmeths <- eval(formals(Matrix::rankMatrix)$method)
      rT. <- sapply(rMmeths, function(.m.) Matrix::rankMatrix(T., method = .m.))
      print(rT.) # "qr" (= "qrLinpack"): 13,  others rather 10
    }
    dim(T.2 <- fullRank(T, tol = 1e-15))# 38 x 18
    dim(T.3 <- fullRank(T, tol = 1e-12))# 38 x 13
    dim(T.3 <- fullRank(T, tol = 1e-10))# 38 x 13
    dim(T.3 <- fullRank(T, tol = 1e-8 ))# 38 x 12
    dim(T.) # default from above          38 x 10
    dim(T.3 <- fullRank(T, tol = 1e-5 ))# 38 x 10 -- still

    plot(svd(T, 0,0)$d, log="y", main = "singular values of T", yaxt="n")
    axis(2, at=10^(-14:5), las=1)
    ## pretty clearly indicates that  rank 10  is "correct" here.

[Package robustbase version 0.93-4 Index]