Class LMomentsEstimator

  • All Implemented Interfaces:
    DistanceBasedIntrinsicDimensionalityEstimator, IntrinsicDimensionalityEstimator<java.lang.Object>

    @Reference(authors="L. Amsaleg, O. Chelly, T. Furon, S. Girard, M. E. Houle, K. Kawarabayashi, M. Nett",title="Estimating Local Intrinsic Dimensionality",booktitle="Proc. SIGKDD International Conference on Knowledge Discovery and Data Mining 2015",url="https://doi.org/10.1145/2783258.2783405",bibkey="DBLP:conf/kdd/AmsalegCFGHKN15") @Reference(authors="J. R. M. Hosking",title="Fortran routines for use with the method of L-moments Version 3.03",booktitle="IBM Research Technical Report",bibkey="tr/ibm/Hosking00")
    public class LMomentsEstimator
    extends java.lang.Object
    implements DistanceBasedIntrinsicDimensionalityEstimator
    Probability weighted moments based estimator using L-Moments.

    This is dervied from the PWM estimators of Amsaleg et al. using the L-Moments estimation for the exponential distribution.

    Reference:

    L. Amsaleg, O. Chelly, T. Furon, S. Girard, M. E. Houle, K. Kawarabayashi, M. Nett
    Estimating Local Intrinsic Dimensionality
    Proc. SIGKDD Int. Conf. on Knowledge Discovery and Data Mining

    J. R. M. Hosking
    Fortran routines for use with the method of L-moments Version 3.03
    IBM Research.

    Since:
    0.7.0
    Author:
    Jonathan von Br√ľnken, Erich Schubert