src.cmfsapy.evaluation package

Submodules

src.cmfsapy.evaluation.mpe module

src.cmfsapy.evaluation.mpe.compute_mpe(estimates, d, axis=None)

Computes the Mean Percentage Error

Parameters
  • estimates (np.ndarray) – estimated values

  • d (np.ndarray) – ground-truth

Returns

MPE score

Return type

float, np.ndarray

src.cmfsapy.evaluation.mpe.compute_p_error(x, intdims, axis=None)

Computes the error rate for integer dimension estimates (1-hit rate)

Parameters
  • x (int) – the intrinsic dimension of the manifold

  • of int intdims (numpy.ndarray) – id estimates

  • axis – axis to compute the mean (default None)

Returns

error rate

Return type

float or numpy.ndarray of float

src.cmfsapy.evaluation.mpe.compute_pe(estimates, d)

Computes the Percentage Error

Parameters
  • estimates (np.ndarray) – estimated values

  • d (np.ndarray) – ground-truth

Returns

MPE score

Return type

float, np.ndarray

Module contents