Linear Optimal Low-Rank Projection


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Documentation for package ‘lolR’ version 2.1

Help Pages

lol.classify.nearestCentroid Nearest Centroid Classifier Training
lol.classify.rand Random Classifier Utility
lol.classify.randomChance Randomly Chance Classifier Training
lol.classify.randomGuess Randomly Guessing Classifier Training
lol.embed Embedding
lol.project.bayes_optimal Bayes Optimal
lol.project.dp Data Piling
lol.project.lol Linear Optimal Low-Rank Projection (LOL)
lol.project.lrcca Low-rank Canonical Correlation Analysis (LR-CCA)
lol.project.lrlda Low-Rank Linear Discriminant Analysis (LRLDA)
lol.project.pca Principal Component Analysis (PCA)
lol.project.pls Partial Least-Squares (PLS)
lol.project.rp Random Projections (RP)
lol.sims.cigar Stacked Cigar
lol.sims.cross Cross
lol.sims.fat_tails Fat Tails Simulation
lol.sims.mean_diff Mean Difference Simulation
lol.sims.qdtoep Quadratic Discriminant Toeplitz Simulation
lol.sims.random_rotate Random Rotation
lol.sims.rev_rtrunk Reverse Random Trunk
lol.sims.rotation Sample Random Rotation
lol.sims.rtrunk Random Trunk
lol.sims.sim_gmm GMM Simulate
lol.sims.toep Toeplitz Simulation
lol.sims.xor2 Xor Problem
lol.utils.decomp A utility to use irlba when necessary
lol.utils.deltas A function that performs a utility computation of information about the differences of the classes.
lol.utils.info A function that performs basic utilities about the data.
lol.utils.ohe A function for one-hot encoding categorical respose vectors.
lol.xval.eval Embedding Cross Validation
lol.xval.optimal_dimselect Optimal Cross-Validated Number of Embedding Dimensions
lol.xval.split Cross-Validation Data Splitter
predict.nearestCentroid Nearest Centroid Classifier Prediction
predict.randomChance Randomly Chance Classifier Prediction
predict.randomGuess Randomly Guessing Classifier Prediction