L1 Regularization Path for Generalized Linear Models
Functions for a path-following algorithm for the L1
regularized generalized linear models.

L1 Regularization Path for Generalized Linear Models and Cox Proportional Hazards Model
A path-following algorithm for L1 regularized generalized linear models and Cox proportional hazards model

L1 Regularization Path for Generalized Linear Models and Cox
Proportional Hazards Model
A path-following algorithm for L1 regularized generalized
linear models and Cox proportional hazards model

A path-following algorithm for L1 regularized generalized linear models and Cox proportional hazards model.

Fit a penalized continuation ratio model for predicting an
ordinal response.
Provides a function for fitting a penalized constrained
continuation ratio model using the glmpath algorithm and
methods for extracting coefficient estimates, predicted class,
class probabilities, and plots.

Provides a function for fitting a penalized constrained continuation ratio model using the glmpath algorithm and methods for extracting coefficient estimates, predicted class, class probabilities, and plots.

Fit a Penalized Continuation Ratio Model for Predicting an
Ordinal Response
Provides a function for fitting a penalized constrained continuation ratio model using the glmpath algorithm and methods for extracting coefficient estimates, predicted class, class probabilities, and plots.See Kellie J. Archer, Andre A.A. Williams (2012) L1 Penalized Continuation Ratio Models for Ordinal Response Prediction Using High-dimensional Datasets, Statistics in Medicine 31, 1464-1474 <doi:10.1002/sim.4484>.

Dimension Reduction of Non-Normally Distributed Data
Implements a generalized version of principal components analysis
(GLM-PCA) for dimension reduction of non-normally distributed data such as
counts or binary matrices.
Townes FW, Hicks SC, Aryee MJ, Irizarry RA (2019) <doi:10.1101/574574>.
Townes FW (2019) <arXiv:1907.02647>.
c(person("F. William", "Townes", email = "will.townes@gmail.com",
role = c("aut", "cre", "cph")),
person("Kelly", "Street", email = "street.kelly@gmail.com", role="aut"),
person("Jake", "Yeung", email = "jakeyeung@gmail.com", role="ctb"))
F. William Townes [aut, cre, cph],
Kelly Street [aut],
Jake Yeung [ctb]