QRFCCA (version 1.0)

qlr: Quadratically Low Rank Matrix

Description

Calcualte the quadratically regularized low rank matrix of the input data.

Usage

qlr(X, thres)

Arguments

X

The input data matrix. Each row represents the observations from a single individual and each column represents a single variable.

thres

The cut off point for quadratically regularized low rank matrix.

Value

The output of the function is a list.

lr

The low rank approximation of the input data matrix.

rank

The rank of the output low rank matrix.

Details

Compute the qudratically regularized low rank approximation of the input matrix.

References

Lin N, Zhu Y, Fan R, Xiong M. A quadratically regularized functional canonical correlation analysis for identifying the global structure of pleiotropy with NGS data. PLOS Computational Biology. 2017;13(10):e1005788. doi: 10.1371/journal.pcbi.1005788.

See Also

qcca

Examples

# NOT RUN {
     data(phe_data);
     rlt = qlr(phe_data,1);
# }