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SvmPath: fit the entire regularization path for
the SVM
The software, written in the S language for R, computes the entire
solution path for the two-class SVM model. The solution is
calculated for every value of the cost parameter C,
essentially with the same computing cost of a single SVM solution.
Written by Trevor Hastie.
Go to
Webpage
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LARS: Least Angle Regression software
The software, written in the S language, computes the entire LAR, Lasso, or (epsilon) forward stagewise coefficient path in the same order of computations as a single least-squares fit.
Written by Brad Efron and Trevor Hastie.
Go to
Webpage
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Gene Shaving
A method for finding small clusters of highly correlated genes with large
variance across the samples. See
online
version of gene
shaving paper at Genome Biology by Trevor Hastie, Rob
Tibshirani and coauthors
Code part of the GeneClust software written by Kim
Anh Do and colleagues, and based on the original code by
Trevor Hastie and Rob Tibshirani
Go to
Geneclust homepage
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Smart Prediction
Routines in Splus and R for making predictions "smarter" in the
context of the formula language for statistical models such as lm()
and glm().
Written by Thomas Yee and Trevor Hastie.
Go to
Webpage
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mda
S routines for Flexible Discriminant Analysis, Penalized
Discriminant Analysis and Nonparametric Mixture Discriminant Analysis
models.
These tools are
enhancements on the discr and gdiscr functions, and allow
linear, polynomial, and nonparametric versions of
discriminant analysis and mixture models. There are easy to use predict
methods, as well as a postscript version of a paper
describing the techniques.
Written by Trevor Hastie and
Rob Tibshirani.
Download
Shell
archive for Splus or else go to
the R contributed
page and click on mda
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gamfit
FORTRAN program for fitting generalized additive models.
Written by Trevor Hastie and Rob Tibshirani.
Shell archive
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principal.curve
S functions for fitting principal curves.
Written by Trevor Hastie.
Shell archive
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safe.predict
Modified versions of bs() and ns() that allow safe
predictions, especially in the context of the S modelling
functions. New predict() methods as well.
Written by Trevor Hastie.
Shell archive
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s.to.latex
Tools for converting S help files and S code to latex, and
a corresponding latex .sty file.
Written by John Chambers and Trevor Hastie
Shell archive
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