iEN-class: An S4 class representative of the immunological Elastic Net...

In Teculos/immunological-EN: immunological Elastic-Net model, implementation and optimization

Description

An S4 class representative of the immunological Elastic Net model

Slots

cv.preds

out-of-sample predictions made during k-Fold cross validation.

cv.eval

out-of-sample evaluation of predictive analysis, as defined by cv.kEN parameter eval, this estimates the models ability at predicting unseen data.

betas

matrix of model coefficients for each optimized out-of-sample model of the K-fold cross validation.

dfs

vector of values corresponding to the number of non-zero elements in each out-of-sample model

nobs

number of observations the provided dataset contained.

nfeat

number of features the provided dataset contained.

opt.params

optimal parameters (alpha, phi, lambda) for each out-of-sample model generated from the initial search parameters provided.

call

function call as string from the cv.kEN call which generated this particular object.

Teculos/immunological-EN documentation built on Sept. 23, 2020, 11:53 p.m.