qrnn: Quantile Regression Neural Network
Version 1.1.3

Fit a quantile regression neural network with optional left censoring using a variant of the finite smoothing algorithm.

AuthorAlex J. Cannon
Date of publication2015-07-23 07:05:18
MaintainerAlex J. Cannon <acannon@eos.ubc.ca>
LicenseGPL-2
Version1.1.3
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("qrnn")

Getting started

Package overview

Popular man pages

censored.mean: A hybrid mean/median function for left censored variables
huber: Huber norm function
huber.prime: Derivative of the Huber norm function
linear.prime: Derivitative of the linear function
qrnn-package: Quantile Regression Neural Network
qrnn.predict: Evaluate quantiles from trained QRNN model
tilted.abs: Tilted absolute value function
See all...

All man pages Function index File listing

Man pages

censored.mean: A hybrid mean/median function for left censored variables
gam.style: GAM-style effects plots for interpreting qrnn models
hramp: Huber norm approximation to the ramp function
hramp.prime: Derivative of the Huber norm approximation to the ramp...
huber: Huber norm function
huber.prime: Derivative of the Huber norm function
linear: Identity function
linear.prime: Derivitative of the linear function
qrnn.cost: Huber norm approximation to the tilted absolute value cost...
qrnn.eval: Evaluate outputs from a QRNN model
qrnn.fit: Main function used to fit a QRNN model or ensemble of QRNN...
qrnn.initialize: Initialize a QRNN weight vector
qrnn.nlm: Fit a QRNN model via nlm()
qrnn-package: Quantile Regression Neural Network
qrnn.predict: Evaluate quantiles from trained QRNN model
qrnn-rbf: Radial basis function kernel
qrnn.reshape: Reshape a QRNN weight vector
quantile.dtn: Interpolated quantile distribution with exponential tails
sigmoid: Sigmoid function
sigmoid.prime: Derivative of the sigmoid function
sinc: Noisy sinc dataset
tilted.abs: Tilted absolute value function
tilted.huber: Tilted Huber norm function
tilted.huber.prime: Derivative of the tilted Huber norm function
YVRprecip: Daily precipitation data at Vancouver Int'l Airport (YVR)

Functions

YVRprecip Man page
censored.mean Man page Source code
dquantile Man page Source code
gam.style Man page Source code
hramp Man page Source code
hramp.prime Man page Source code
huber Man page Source code
huber.prime Man page Source code
linear Man page Source code
linear.prime Man page Source code
pquantile Man page Source code
qquantile Man page Source code
qrnn Man page
qrnn-package Man page
qrnn.cost Man page Source code
qrnn.eval Man page Source code
qrnn.fit Man page Source code
qrnn.initialize Man page Source code
qrnn.nlm Man page Source code
qrnn.predict Man page Source code
qrnn.rbf Man page Source code
qrnn.reshape Man page Source code
rquantile Man page Source code
sigmoid Man page Source code
sigmoid.prime Man page Source code
sinc Man page
tilted.abs Man page Source code
tilted.huber Man page Source code
tilted.huber.prime Man page Source code

Files

inst
inst/CITATION
NAMESPACE
data
data/YVRprecip.rda
data/sinc.rda
R
R/qrnn.initialize.R
R/sigmoid.R
R/sigmoid.prime.R
R/qrnn-rbf.R
R/tilted.huber.prime.R
R/dquantile.R
R/huber.R
R/qrnn.fit.R
R/qrnn.predict.R
R/hramp.prime.R
R/tilted.abs.R
R/qrnn.nlm.R
R/qrnn.cost.R
R/qrnn.reshape.R
R/gam.style.R
R/qquantile.R
R/pquantile.R
R/censored.mean.R
R/huber.prime.R
R/linear.R
R/linear.prime.R
R/hramp.R
R/rquantile.R
R/tilted.huber.R
R/qrnn.eval.R
MD5
DESCRIPTION
man
man/qrnn-rbf.Rd
man/gam.style.Rd
man/sigmoid.Rd
man/qrnn.eval.Rd
man/censored.mean.Rd
man/tilted.abs.Rd
man/qrnn.cost.Rd
man/sinc.Rd
man/tilted.huber.prime.Rd
man/quantile.dtn.Rd
man/YVRprecip.Rd
man/qrnn.initialize.Rd
man/qrnn.fit.Rd
man/hramp.prime.Rd
man/huber.Rd
man/huber.prime.Rd
man/linear.Rd
man/sigmoid.prime.Rd
man/qrnn.reshape.Rd
man/hramp.Rd
man/qrnn.nlm.Rd
man/qrnn.predict.Rd
man/linear.prime.Rd
man/qrnn-package.Rd
man/tilted.huber.Rd
qrnn documentation built on May 20, 2017, 1:08 a.m.

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