Regularized Linear Modeling with Tidy Data


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Documentation for package ‘tidyfit’ version 0.7.1

Help Pages

.fit.adalasso Adaptive Lasso regression or classification for 'tidyfit'
.fit.anova ANOVA for 'tidyfit'
.fit.bayes Bayesian generalized linear regression for 'tidyfit'
.fit.blasso Bayesian Lasso regression for 'tidyfit'
.fit.bma Bayesian model averaging for 'tidyfit'
.fit.boost Gradient boosting regression for 'tidyfit'
.fit.bridge Bayesian ridge regression for 'tidyfit'
.fit.chisq Pearson's Chi-squared test for 'tidyfit'
.fit.cor Pearson's correlation for 'tidyfit'
.fit.enet ElasticNet regression or classification for 'tidyfit'
.fit.genetic Genetic algorithm with linear regression fitness evaluator for 'tidyfit'
.fit.gets General-to-specific regression for 'tidyfit'
.fit.glm Generalized linear regression for 'tidyfit'
.fit.glmm Generalized linear mixed-effects model for 'tidyfit'
.fit.hfr Hierarchical feature regression for 'tidyfit'
.fit.lasso Lasso regression and classification for 'tidyfit'
.fit.lm Linear regression for 'tidyfit'
.fit.mrmr Minimum redundancy, maximum relevance feature selection for 'tidyfit'
.fit.mslm Markov-Switching Regression for 'tidyfit'
.fit.nnet Neural Network regression for 'tidyfit'
.fit.pcr Principal Components Regression for 'tidyfit'
.fit.plsr Partial Least Squares Regression for 'tidyfit'
.fit.quantile Quantile regression for 'tidyfit'
.fit.quantile_rf Quantile regression forest for 'tidyfit'
.fit.relief ReliefF and RReliefF feature selection algorithm for 'tidyfit'
.fit.rf Random Forest regression or classification for 'tidyfit'
.fit.ridge Ridge regression and classification for 'tidyfit'
.fit.robust Robust regression for 'tidyfit'
.fit.spikeslab Bayesian Spike and Slab regression or classification for 'tidyfit'
.fit.subset Best subset regression and classification for 'tidyfit'
.fit.svm Support vector regression or classification for 'tidyfit'
.fit.tvp Bayesian Time-Varying Regression for 'tidyfit'
classify Classification on tidy data
coef.tidyfit.models Extract coefficients from a 'tidyfit.models' frame
explain An interface for variable importance measures for a fitted tidyfit.models frames
explain.tidyfit.models An interface for variable importance measures for a fitted tidyfit.models frames
Factor_Industry_Returns Industry-Factor Returns Data Set
fitted.tidyfit.models Obtain fitted values from models in a 'tidyfit.models' frame
m Generic model wrapper for 'tidyfit'
predict.tidyfit.models Predict using a 'tidyfit.models' frame
regress Linear regression on tidy data
residuals.tidyfit.models Obtain residuals from models in a 'tidyfit.models' frame