mda v0.5-2

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Mixture and Flexible Discriminant Analysis

Mixture and flexible discriminant analysis, multivariate adaptive regression splines (MARS), BRUTO, and vector-response smoothing splines. Hastie, Tibshirani and Friedman (2009) "Elements of Statistical Learning (second edition, chap 12)" Springer, New York.

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mda

Functions in mda

Name Description
mars Multivariate Adaptive Regression Splines
mda Mixture Discriminant Analysis
mspline Vector Smoothing Spline
glass Glass Identification Database
laplacian create penalty object for two-dimensional smoothing.
mda.start Initialization for Mixture Discriminant Analysis
polyreg Polynomial Regression
bruto Fit an Additive Spline Model by Adaptive Backfitting
predict.mda Classify by Mixture Discriminant Analysis
softmax Find the Maximum in Each Row of a Matrix
ESL.mixture Mixture example from "Elements of Statistical Learning"
predict.bruto Predict method for BRUTO Objects
plot.fda Plot for Flexible Discriminant Analysis
model.matrix.mars Produce a Design Matrix from a `mars' Object
predict.mars Predict method for MARS Objects
predict.fda Classify by Flexible Discriminant Analysis
fda Flexible Discriminant Analysis
confusion Confusion Matrices
gen.ridge Penalized Regression
coef.fda Produce coefficients for an fda or mda object
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Details

Date 2020-06-26
License GPL-2
Packaged 2020-06-27 01:20:36 UTC; hastie
Repository CRAN
Date/Publication 2020-06-29 17:00:08 UTC
NeedsCompilation yes

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