SGL
Fit a GLM (or Cox Model) with a Combination of Lasso and Group Lasso Regularization

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print.SGL: prints a summary of the SGL solution path

print.SGL: prints a summary of the SGL solution path
In SGL: Fit a GLM (or Cox Model) with a Combination of Lasso and Group Lasso Regularization

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

View source: R/print.SGL.R

Description

Prints a short summary of the SGL solution path.

Usage

1
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## S3 method for class 'SGL'
print(x, digits, ...)

Arguments

x

fitted "SGL" object

digits

significant digits in printout

...

additional print arguments

Details

The time of regression run, followed by a 2-column matrix with rows lambdas and num.nonzero. lambdas gives the lambda-value of each fit. num.nonzero gives the the number of non-zero coefficients.

Author(s)

Noah Simon, Jerome Friedman, Trevor Hastie, and Rob Tibshirani
Maintainer: Noah Simon <nrsimon@uw.edu>

References

Simon, N., Friedman, J., Hastie T., and Tibshirani, R. (2011) A Sparse-Group Lasso,
http://faculty.washington.edu/nrsimon/SGLpaper.pdf

See Also

SGL and cv.SGL.

Examples

1
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8
n = 50; p = 100; size.groups = 10
index <- ceiling(1:p / size.groups)
X = matrix(rnorm(n * p), ncol = p, nrow = n)
beta = (-2:2)
y = X[,1:5] %*% beta + 0.1*rnorm(n)
data = list(x = X, y = y)
fit = SGL(data, index, type = "linear")
print(fit)

Example output

$beta
       [,1]     [,2]     [,3]       [,4]      [,5]      [,6]       [,7]
  [1,]    0 0.000000 0.000000 -0.8286554 -1.774506 -2.685058 -3.5382041
  [2,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
  [3,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
  [4,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.2239273
  [5,]    0 2.116981 4.033645  5.6341432  7.026760  8.243722  9.2853117
  [6,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
  [7,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
  [8,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
  [9,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [10,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [11,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [12,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [13,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [14,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [15,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [16,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [17,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [18,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [19,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [20,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [21,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [22,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [23,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [24,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [25,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [26,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [27,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [28,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [29,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [30,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [31,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [32,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [33,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [34,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [35,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [36,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [37,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [38,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [39,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [40,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [41,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [42,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [43,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [44,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [45,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [46,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [47,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [48,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [49,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [50,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [51,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [52,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [53,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [54,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [55,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [56,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [57,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [58,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [59,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [60,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [61,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [62,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [63,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [64,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [65,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [66,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [67,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [68,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [69,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [70,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [71,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [72,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [73,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [74,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [75,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [76,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [77,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [78,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [79,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [80,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [81,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [82,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [83,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [84,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [85,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [86,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [87,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [88,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [89,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [90,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [91,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [92,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [93,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [94,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [95,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [96,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [97,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [98,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
 [99,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
[100,]    0 0.000000 0.000000  0.0000000  0.000000  0.000000  0.0000000
             [,8]       [,9]     [,10]     [,11]     [,12]     [,13]     [,14]
  [1,] -4.3476654 -5.1224184 -5.823011 -6.452878 -7.016915 -7.520593 -7.969574
  [2,] -0.1022948 -0.7020549 -1.249429 -1.745271 -2.192054 -2.592957 -2.951546
  [3,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [4,]  0.9080219  1.4723404  1.984791  2.447251  2.862762  3.234707  3.566620
  [5,] 10.0897908 10.7170390 11.262237 11.736719 12.150415 12.512322 12.830167
  [6,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [7,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [8,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [9,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [10,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [11,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [12,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [13,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [14,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [15,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [16,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [17,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [18,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [19,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [20,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [21,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [22,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [23,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [24,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [25,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [26,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [27,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [28,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [29,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [30,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [31,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [32,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [33,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [34,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [35,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [36,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [37,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [38,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [39,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [40,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [41,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [42,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [43,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [44,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [45,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [46,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [47,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [48,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [49,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [50,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [51,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [52,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [53,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [54,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [55,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [56,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [57,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [58,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [59,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [60,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [61,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [62,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [63,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [64,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [65,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [66,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [67,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [68,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [69,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [70,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [71,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [72,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [73,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [74,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [75,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [76,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [77,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [78,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [79,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [80,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [81,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [82,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [83,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [84,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [85,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [86,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [87,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [88,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [89,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [90,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [91,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [92,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [93,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [94,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [95,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [96,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [97,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [98,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [99,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
[100,]  0.0000000  0.0000000  0.000000  0.000000  0.000000  0.000000  0.000000
           [,15]     [,16]     [,17]     [,18]     [,19]     [,20]
  [1,] -8.369356 -8.725049 -9.041283 -9.322287 -9.571961 -9.793599
  [2,] -3.271769 -3.557298 -3.811719 -4.038221 -4.239603 -4.418777
  [3,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [4,]  3.862442  4.125738  4.360047  4.568414  4.753398  4.917931
  [5,] 13.109413 13.355142 13.571150 13.761187 13.929013 14.076372
  [6,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [7,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [8,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
  [9,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [10,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [11,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [12,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [13,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [14,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [15,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [16,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [17,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [18,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [19,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [20,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [21,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [22,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [23,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [24,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [25,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [26,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [27,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [28,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [29,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [30,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [31,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [32,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [33,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [34,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [35,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [36,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [37,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [38,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [39,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [40,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [41,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [42,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [43,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [44,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [45,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [46,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [47,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [48,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [49,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [50,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [51,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [52,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [53,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [54,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [55,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [56,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [57,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [58,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [59,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [60,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [61,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [62,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [63,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [64,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [65,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [66,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [67,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [68,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [69,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [70,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [71,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [72,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [73,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [74,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [75,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [76,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [77,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [78,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [79,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [80,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [81,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [82,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [83,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [84,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [85,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [86,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [87,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [88,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [89,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [90,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [91,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [92,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [93,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [94,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [95,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [96,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [97,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [98,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
 [99,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000
[100,]  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000

$lambdas
 [1] 0.34213775 0.30308847 0.26849601 0.23785170 0.21070492 0.18665649
 [7] 0.16535279 0.14648055 0.12976225 0.11495207 0.10183222 0.09020978
[13] 0.07991385 0.07079303 0.06271319 0.05555553 0.04921480 0.04359776
[19] 0.03862181 0.03421378

$type
[1] "linear"

$intercept
[1] 0.02854554

$X.transform
$X.transform$X.scale
  [1] 5.794338 5.908600 7.260794 6.229052 7.573471 7.187307 6.450319 7.075282
  [9] 7.000427 8.346747 6.827390 7.248137 7.274141 7.129593 6.619219 6.308121
 [17] 5.873889 6.835574 6.878216 6.530352 6.506278 7.942639 7.290668 7.574586
 [25] 7.213069 7.857846 6.865291 6.648644 6.500007 7.918782 8.472051 6.888583
 [33] 6.958800 8.288068 7.958017 6.983429 7.590349 7.440033 6.369957 6.334435
 [41] 6.601888 7.583226 6.832901 7.882102 7.207509 7.060591 6.503670 7.951542
 [49] 8.120965 6.349902 7.508569 7.012828 7.659340 6.481030 7.843992 7.327074
 [57] 6.780700 7.665010 6.886934 8.105707 7.185563 6.724228 7.199318 6.541774
 [65] 5.564630 6.628011 7.862961 5.650295 8.621919 6.849320 6.620865 8.485506
 [73] 7.480628 5.910128 7.446276 6.376254 7.653616 7.853615 6.184357 8.015857
 [81] 7.009965 7.229602 6.524862 7.914010 7.778852 6.294895 6.778715 6.475222
 [89] 6.082224 5.970657 6.903336 6.147382 7.157960 7.487032 6.243271 7.118881
 [97] 5.389718 6.285873 6.257693 6.301639

$X.transform$X.means
  [1]  0.061361653 -0.112239780  0.178780729 -0.078377283  0.067960078
  [6]  0.050513037  0.035106837  0.180449155  0.184307911  0.167646343
 [11] -0.092563996 -0.050218183 -0.445773330 -0.227693660 -0.078829713
 [16]  0.130780912  0.163745889 -0.006806476 -0.117198674  0.009707110
 [21]  0.115798932 -0.007598831  0.023024680 -0.125825515 -0.160115949
 [26] -0.179116968 -0.404745055 -0.013323878  0.133958570  0.094262680
 [31] -0.168802064  0.093628696 -0.215176099 -0.187493356 -0.212930246
 [36]  0.108585600 -0.020649195  0.272892188  0.107054171  0.190585673
 [41]  0.076469224 -0.131024991  0.034147261 -0.161516111 -0.158638572
 [46]  0.051212811  0.017234357  0.235369631  0.050627880  0.092803955
 [51] -0.135528242 -0.128984333 -0.075019920  0.352257802  0.011319439
 [56]  0.268961124  0.044968583  0.107042413  0.262123090  0.487514457
 [61] -0.140870187  0.082014347 -0.116766165  0.090438693 -0.141106265
 [66] -0.111855668 -0.001595891  0.108384726  0.125727624  0.218086196
 [71] -0.052393403  0.040190332 -0.113273918  0.010137449 -0.075461440
 [76] -0.093774739 -0.141110896  0.044742559 -0.052799031  0.077767228
 [81]  0.184738508  0.009326249 -0.034410401 -0.177518120 -0.127872679
 [86]  0.032887184  0.044886776 -0.022721105 -0.057418018  0.150635272
 [91] -0.027480037 -0.048080242  0.140582204 -0.097887045  0.323106830
 [96]  0.326769658  0.026775421 -0.164869275  0.073010440 -0.125245363


attr(,"class")
[1] "SGL"

SGL documentation built on Sept. 28, 2019, 1:03 a.m.

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