CaDENCE: Conditional Density Estimation Network Construction and Evaluation

Parameters of a user-specified probability distribution are modelled by a multi-layer perceptron artificial neural network. This framework can be used to implement probabilistic nonlinear models including mixture density networks, heteroscedastic regression models, zero-inflated models, and the like.

Author
Alex J. Cannon
Date of publication
2015-07-23 06:57:04
Maintainer
Alex J. Cannon <acannon@eos.ubc.ca>
License
GPL-2
Version
1.2.3

View on CRAN

Man pages

bgamma
Bernoulli-gamma distribution
blnorm
Bernoulli-lognormal distribution
bweibull
Bernoulli-Weibull distribution
cadence.cost
Cost function for CDEN model fitting
cadence.fit
Fit a CDEN model
cadence.initialize
Initialize a CDEN weight vector
CaDENCE-package
Conditional Density Estimation Network Construction and...
cadence.predict
Predict conditional distribution parameters from a fitted...
dummy.code
Convert a factor to a matrix of dummy codes
FraserSediment
Sediment and stream discharge data for Fraser River at Hope
gam.style
GAM-style effects plots for interpreting CDEN models
logistic
Logistic sigmoid function
pareto2
Pareto 2 (Lomax) and Bernoulli-Pareto 2 distributions
rbf
Radial basis function kernel
rprop
Resilient backpropagation (Rprop) optimization algorithm
xval.buffer
Cross-validation indices with a buffer between...

Files in this package

CaDENCE
CaDENCE/inst
CaDENCE/inst/CITATION
CaDENCE/NAMESPACE
CaDENCE/data
CaDENCE/data/FraserSediment.rda
CaDENCE/R
CaDENCE/R/cadence.initialize.R
CaDENCE/R/dpareto2.R
CaDENCE/R/cadence.cost.R
CaDENCE/R/pbpareto2.R
CaDENCE/R/pblnorm.R
CaDENCE/R/dbweibull.R
CaDENCE/R/qbpareto2.R
CaDENCE/R/rpareto2.R
CaDENCE/R/qblnorm.R
CaDENCE/R/pbweibull.R
CaDENCE/R/rbf.R
CaDENCE/R/qbgamma.R
CaDENCE/R/cadence.predict.R
CaDENCE/R/qpareto2.R
CaDENCE/R/dblnorm.R
CaDENCE/R/cadence.fit.R
CaDENCE/R/rbgamma.R
CaDENCE/R/rprop.R
CaDENCE/R/xval.buffer.R
CaDENCE/R/rblnorm.R
CaDENCE/R/gam.style.R
CaDENCE/R/dbpareto2.R
CaDENCE/R/rbweibull.R
CaDENCE/R/qbweibull.R
CaDENCE/R/rbpareto2.R
CaDENCE/R/dummy.code.R
CaDENCE/R/logistic.R
CaDENCE/R/pbgamma.R
CaDENCE/R/cadence.evaluate.R
CaDENCE/R/cadence.reshape.R
CaDENCE/R/dbgamma.R
CaDENCE/R/ppareto2.R
CaDENCE/MD5
CaDENCE/DESCRIPTION
CaDENCE/man
CaDENCE/man/pareto2.Rd
CaDENCE/man/gam.style.Rd
CaDENCE/man/CaDENCE-package.Rd
CaDENCE/man/rprop.Rd
CaDENCE/man/rbf.Rd
CaDENCE/man/dummy.code.Rd
CaDENCE/man/logistic.Rd
CaDENCE/man/cadence.fit.Rd
CaDENCE/man/blnorm.Rd
CaDENCE/man/cadence.cost.Rd
CaDENCE/man/bweibull.Rd
CaDENCE/man/cadence.initialize.Rd
CaDENCE/man/bgamma.Rd
CaDENCE/man/xval.buffer.Rd
CaDENCE/man/FraserSediment.Rd
CaDENCE/man/cadence.predict.Rd