Man pages for NewWave
Negative binomial model for scRNA-seq

delayed_initializationInitialize the parameters of a Negative Binomial regression...
delayed_optimizationOptimize the parameters of a Negative Binomial regression...
initializationInitialize the parameters of a Negative Binomial regression...
nb.loglik.matrixLog-likelihood of the negative binomial model for each entry...
newAICCompute the AIC of a model given some data
newAlphaReturns the matrix of paramters alpha
newBetaReturns the matrix of paramters beta
newBICCompute the BIC of a model given some data
newEpsilon_alphaReturns the vector of regularization parameter for alpha
newEpsilon_betaReturns the vector of regularization parameter for beta
newEpsilon_gammaReturns the vector of regularization parameter for gamma
newEpsilon_WReturns the vector of regularization parameter for W
newEpsilon_zetaReturns the regularization parameter for the dispersion...
newFitFit a nb regression model
newGammaReturns the matrix of paramters gamma
newloglikCompute the log-likelihood of a model given some data
newLogMuReturns the matrix of logarithm of mean parameters
newmodelInitialize an object of class newmodel
newmodel-classClass newmodel
newMuReturns the matrix of mean parameters
newpenaltyCompute the penalty of a model
newPhiReturns the vector of dispersion parameters
newSimSimulate counts from a negative binomial model
newThetaReturns the vector of inverse dispersion parameters
newVReturns the gene-level design matrix for mu
newWReturns the low-dimensional matrix of inferred sample-level...
newWavePerform dimensionality reduction using a nb regression model...
newXReturns the sample-level design matrix for mu
newZetaReturns the vector of log of inverse dispersion parameters
numberFactorsGeneric function that returns the number of latent factors
numberFeaturesGeneric function that returns the number of features
numberParamsGeneric function that returns the total number of parameters...
numberSamplesGeneric function that returns the number of samples
optimizationOptimize the parameters of a Negative Binomial regression...
setupSetup the parameters of a Negative Binomial regression model...
NewWave documentation built on Dec. 26, 2020, 6 p.m.