monmlp: Monotone Multi-Layer Perceptron Neural Network

Train and make predictions from a multi-layer perceptron neural network with partial monotonicity constraints.

Author
Alex J. Cannon
Date of publication
2015-07-23 07:05:17
Maintainer
Alex J. Cannon <acannon@eos.ubc.ca>
License
GPL-2
Version
1.1.3

View on CRAN

Man pages

gam.style
GAM-style effects plots for interpreting MONMLP models
linear
Identity function
linear.prime
Derivative of the linear function
logistic
Logistic sigmoid function
logistic.prime
Derivative of the logistic sigmoid function
monmlp.cost
Least squares cost function for MONMLP fitting
monmlp.fit
Fit a MONMLP model or an ensemble of MONMLP models
monmlp.initialize
Initialize a MONMLP weight vector
monmlp.nlm
Fit MONMLP model via nlm optimization function
monmlp-package
Monotone Multi-Layer Perceptron Neural Network
monmlp.predict
Make predictions from a fitted MONMLP model
monmlp.reshape
Reshape a MONMLP weight vector
tansig
Hyperbolic tangent sigmoid function
tansig.prime
Derivative of the hyperbolic tangent function

Files in this package

monmlp
monmlp/NAMESPACE
monmlp/R
monmlp/R/tansig.R
monmlp/R/monmlp.reshape.R
monmlp/R/logistic.prime.R
monmlp/R/tansig.prime.R
monmlp/R/monmlp.cost.R
monmlp/R/monmlp.nlm.R
monmlp/R/gam.style.R
monmlp/R/monmlp.fit.R
monmlp/R/linear.R
monmlp/R/monmlp.predict.R
monmlp/R/logistic.R
monmlp/R/linear.prime.R
monmlp/R/monmlp.initialize.R
monmlp/MD5
monmlp/DESCRIPTION
monmlp/man
monmlp/man/gam.style.Rd
monmlp/man/monmlp-package.Rd
monmlp/man/logistic.prime.Rd
monmlp/man/tansig.Rd
monmlp/man/monmlp.initialize.Rd
monmlp/man/monmlp.cost.Rd
monmlp/man/logistic.Rd
monmlp/man/tansig.prime.Rd
monmlp/man/monmlp.reshape.Rd
monmlp/man/linear.Rd
monmlp/man/monmlp.predict.Rd
monmlp/man/monmlp.fit.Rd
monmlp/man/monmlp.nlm.Rd
monmlp/man/linear.prime.Rd