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NMF (version 0.2.2)

nbasis: Dimension of NMF Objects

Description

The methods dim, nrow, ncol and nbasis return the different dimensions associated with an NMF model.

dim returns all dimensions in a length-3 integer vector: the number of row and columns of the estimated target matrix, as well as the factorization rank (i.e. the number of basis components).

nrow, ncol and nbasis provide separate access to each of these dimensions respectively.

Usage

nbasis(x, ...)

## S3 method for class 'NMF': dim(x)

## S3 method for class 'NMFfitXn': dim(x)

Arguments

x
an object with suitable basis and coef methods, such as an object that inherit from NMF.
...
extra arguments to allow extension.

Value

  • a single integer value or, for dim, a length-3 integer vector, e.g. c(2000, 30, 3) for an NMF model that fits a 2000 x 30 matrix using 3 basis components.

Details

The NMF package does not implement specific functions nrow and ncol, but rather the S4 method dim for objects of class NMF. This allows the base methods nrow and ncol to directly work with such objects, to get the number of rows and columns of the target matrix estimated by an NMF model.

The function nbasis is a new S4 generic defined in the package NMF, that returns the number of basis components of an object. Its default method should work for any object, that has a suitable basis method defined for its class.