release 0.1.0

Several bugfixes and additions to multiple namespaces:

• FSharp.Stats (core)

  • Additional functionalities:
    • Matrix FSI printer for increasing convenience when working with matrices
    • Biweight midcorrelation for sequences, vectors and matrices
  • Bug fixes:
    • Fix shuffle functions to not shuffle in place (commits 2816d81 and 475874d)

• FSharp.Stats.Fitting

  • Additional functionalities:
    • Weighted polynomial least squares fitting to cope with heteroscedacity
    • Adjusted coefficient of determination to incorporate the number of required variables
    • Leave-out-one cross validation
    • Exponential fit model in non-linear regression
    • Theil-Sen estimator for robust linear regression
    • Weighted pearson correlation to cope with heteroscedacity
    • Calculate derivatives for polynomial regression

• FSharp.Stats.Interpolation

  • Additional functionalities:
    • Polynomial interpolation
    • Cubic spline interpolating with several boundary conditions
    • Cubic Hermite spline with simple slope estimator
    • Get monotonicity slopes that if possible fit an monotone interpolating cubic spline
    • Calculate derivatives for interpolating polynomials and interpolating cubic splines

• FSharp.Stats.Integration

  • Additional functionality:
    • TwoPointDifferentiation

• FSharp.Stats.Algebra

  • Additional functionality:
    • Calculation of the nullpace of a matrix based on SVD

• FSharp.Stats.Signal

  • Additional functionalities:
    • Ricker wavelet for 2D continuous wavelet transform
    • Marr wavelet for 3D continuous wavelet transform
    • Signal padding
    • Continuous wavelet transform with defaultCWT and discrete CWT

• FSharp.Stats.MSF

  • Several improvements for Hermite (Temporal Classification):
    • commit c0d98de
      • add extrema calculation of constrained spline
      • add third extrema constraints
      • add various weighting methods
      • add corrected AIC model selection criterion