dimcalc_var: Calculate the optimal number of Eigenvalues to be retained.

Description Usage Details Value Author(s) References See Also Examples

Description

This method calculates the optimal number of rooted Eigenvalues (of the singular value decomposition) to be kept in the MPIA factor reduction in such a way that 80% of the total amount of stretch is achieved. The total amount of stretch expands the Eigenvectors to match the mapping defined by the original ('raw') document-term matrix.

Usage

1

Details

This method provides a mathematically grounded way to predict the optimal number of dimensions to keep in the truncation of the truncated singular value decomposition.

Value

Returns a function accepting the rooted Eigenvalues as parameter s.

Author(s)

Fridolin Wild <wild@brookes.ac.uk>

References

Fridolin Wild (2016): Learning Analytics in R with SNA, LSA, and MPIA, Springer:Berlin.

See Also

dimcalc_raw()

Examples

1
dimcalc_var()(c(5,4,3,2,1))

mpia documentation built on May 2, 2019, 4:18 p.m.