Boostrap for eigenvalues.
Usage
Boot4Eigs(
data,
center = FALSE,
scale = FALSE,
design = NULL,
niter = 100,
CI.perc = c(0.025, 0.975),
suppressProgressBar = TRUE
)Arguments
- data
the data-set;
- center
whether to center the data (default to FALSE), see expo.scale;
- scale
whether to scale the data ( default to FALSE), see expo.scale;
- design
whether there is a design;
- niter
number of bootstrap iterations;
- CI.perc
vector of the two levels of confidence for the left and right limits of the bootstrap confidence interval (default to
c(0.025, 0.0975));- suppressProgressBar
whether to show a progress bar or not (default to
TRUE).
Examples
Boot4Eigs(matrix(rnorm(100), 10, 10))
#> $BootMatEigs
#> Dimension 1 Dimension 2 Dimension 3 Dimension 4 Dimension 5
#> [1,] 73.39629 14.83223 10.640610 6.094398e+00 3.632523e+00
#> [2,] 32.73571 12.63783 12.010823 6.031125e+00 2.759980e+00
#> [3,] 58.99252 22.72974 12.359635 6.766930e+00 3.810466e+00
#> [4,] 33.76563 28.39962 11.266960 6.073526e+00 5.109349e+00
#> [5,] 53.99338 16.94494 13.957092 8.709248e+00 6.643681e+00
#> [6,] 43.48507 30.48161 14.031089 1.035734e+01 3.685273e+00
#> [7,] 39.37857 16.57186 14.625886 7.745253e+00 5.645787e+00
#> [8,] 75.18004 18.70508 13.814966 7.906105e+00 4.590680e+00
#> [9,] 37.21685 24.26445 16.212616 6.095134e+00 3.974241e+00
#> [10,] 38.37189 16.54959 12.166007 7.969896e+00 1.889502e+00
#> [11,] 59.56085 22.37232 15.442197 2.302233e+00 1.626971e+00
#> [12,] 46.50936 28.07309 25.718649 7.100738e+00 4.430732e+00
#> [13,] 40.50145 19.30201 14.629165 9.902949e+00 4.680941e+00
#> [14,] 68.63563 18.06296 13.451424 6.487460e+00 2.984711e+00
#> [15,] 64.49644 22.59384 9.904911 5.535776e+00 3.059203e+00
#> [16,] 47.98821 20.06425 15.920756 9.717490e+00 6.586153e+00
#> [17,] 39.80104 28.44205 12.539537 8.990930e+00 5.069240e+00
#> [18,] 61.83495 18.07360 13.597266 9.781119e+00 6.513137e+00
#> [19,] 69.55991 15.03436 10.163754 7.960754e+00 4.750059e+00
#> [20,] 49.47059 16.83741 11.475117 5.794915e+00 5.414303e+00
#> [21,] 33.89448 17.47738 13.841233 9.481058e+00 5.199747e+00
#> [22,] 55.74463 28.47188 20.601129 1.061393e+01 5.933417e+00
#> [23,] 55.39117 34.95899 15.072709 1.240834e+01 2.108183e+00
#> [24,] 47.32741 17.13946 13.008715 9.691536e+00 6.762083e+00
#> [25,] 44.47776 16.25462 11.477842 9.010796e+00 6.589532e+00
#> [26,] 67.04145 27.19799 20.201500 7.090205e+00 5.641832e+00
#> [27,] 29.78688 19.50294 16.350002 9.805779e+00 8.146490e+00
#> [28,] 40.53849 27.50257 22.730115 7.905058e+00 4.901898e+00
#> [29,] 46.88333 21.57771 16.179341 1.062146e+01 7.153306e+00
#> [30,] 52.53651 15.46953 12.652602 9.125780e+00 4.519671e+00
#> [31,] 43.63025 27.83625 19.872861 8.094728e+00 4.664407e+00
#> [32,] 40.23639 18.36601 9.446819 6.995712e+00 3.727272e+00
#> [33,] 25.71995 20.23745 15.730073 1.029185e+01 6.390250e+00
#> [34,] 69.92336 22.55275 14.537615 8.884772e+00 4.872173e+00
#> [35,] 63.03012 17.36510 13.358487 1.171016e+01 3.487197e+00
#> [36,] 55.23587 17.51475 16.902741 9.739388e+00 6.398871e+00
#> [37,] 34.52021 21.04377 9.561734 6.506098e+00 3.842092e+00
#> [38,] 45.16835 22.62274 13.213106 1.067722e+01 4.109357e+00
#> [39,] 55.00015 17.15763 14.466676 8.863387e+00 5.732427e+00
#> [40,] 43.52687 29.88623 17.030612 8.505557e+00 3.990968e+00
#> [41,] 54.91202 23.15297 11.121376 5.409234e+00 3.965488e+00
#> [42,] 34.42696 26.97837 23.992468 8.956745e+00 4.005496e+00
#> [43,] 67.50555 25.11556 12.132436 5.168671e+00 4.214070e+00
#> [44,] 94.94870 15.82515 13.884079 8.891921e+00 4.285547e+00
#> [45,] 52.18536 27.74465 20.423674 1.023865e+01 5.077342e+00
#> [46,] 42.15853 29.86838 16.108447 8.763867e+00 6.772446e+00
#> [47,] 41.36301 16.93748 13.265447 7.328158e+00 3.832160e+00
#> [48,] 59.19421 19.91724 9.262551 2.551520e+00 1.798341e+00
#> [49,] 52.40769 14.64434 13.375589 8.295421e+00 4.694763e+00
#> [50,] 42.09354 28.39829 17.162206 7.371197e+00 4.854419e+00
#> [51,] 44.71666 32.82389 22.677041 6.842587e+00 3.981566e+00
#> [52,] 52.17128 24.23559 13.706900 7.556911e+00 1.757565e+00
#> [53,] 46.72830 33.45627 14.202651 1.090900e+01 6.067854e+00
#> [54,] 43.10412 22.52998 6.815550 4.237286e-15 2.989164e-15
#> [55,] 35.05487 26.64725 10.808031 6.216402e+00 2.890443e+00
#> [56,] 36.16290 29.39303 16.195547 9.431157e+00 8.148522e+00
#> [57,] 40.61275 21.83712 14.262048 9.858383e+00 5.265830e+00
#> [58,] 68.71705 31.86769 13.373173 1.043783e+01 4.938142e+00
#> [59,] 65.52667 21.15854 12.535667 8.402479e+00 1.892652e+00
#> [60,] 43.47235 19.63898 15.248776 9.181974e+00 4.561511e+00
#> [61,] 29.43158 12.03790 11.120265 3.629816e+00 3.209777e+00
#> [62,] 49.51363 14.98658 14.657787 1.120764e+01 4.624666e+00
#> [63,] 40.85065 28.94891 15.428569 7.716067e+00 4.001421e+00
#> [64,] 37.12184 15.89130 10.214324 5.961151e+00 3.782180e+00
#> [65,] 65.53967 24.06807 10.332673 6.442467e+00 3.613487e+00
#> [66,] 60.11884 25.54349 10.150839 7.107273e+00 7.225921e-15
#> [67,] 61.28652 27.78591 10.049931 5.749732e+00 5.251705e+00
#> [68,] 40.30985 29.87270 15.160319 9.379566e+00 6.064670e+00
#> [69,] 48.46233 29.31681 14.765984 7.374784e+00 5.204136e+00
#> [70,] 59.95996 21.89721 12.863687 5.926840e+00 3.236325e+00
#> [71,] 36.43498 18.96109 14.091369 7.333012e+00 4.587542e+00
#> [72,] 43.88502 15.80085 12.418961 9.231658e+00 6.156024e+00
#> [73,] 74.25747 22.67742 13.802409 1.240695e+01 3.805572e+00
#> [74,] 55.94327 28.18766 18.545801 1.058753e+01 3.912075e+00
#> [75,] 37.91217 15.48193 13.245111 8.324515e+00 5.262252e+00
#> [76,] 60.45502 20.00406 8.924777 6.117314e+00 4.061360e+00
#> [77,] 45.41364 16.18932 13.232363 1.142397e+01 6.123193e+00
#> [78,] 45.00458 28.90294 12.936630 5.282059e+00 4.556547e+00
#> [79,] 44.48802 18.66860 8.397193 5.728064e+00 3.109670e+00
#> [80,] 61.71304 16.40483 9.082483 4.861921e+00 4.003882e-15
#> [81,] 44.85900 19.06396 12.296684 8.617334e+00 3.640466e+00
#> [82,] 37.07951 26.15851 15.765901 9.037858e+00 3.145603e+00
#> [83,] 85.21072 23.85034 6.925342 4.972451e+00 1.924480e+00
#> [84,] 46.97747 20.10621 12.810908 7.735169e+00 4.029672e+00
#> [85,] 45.27146 22.74267 11.067230 4.861609e+00 3.675273e+00
#> [86,] 59.70341 21.53073 8.429779 5.711823e+00 5.434634e+00
#> [87,] 40.56580 17.79626 10.698288 1.002048e+01 3.309607e+00
#> [88,] 40.53778 32.58887 11.459431 5.255389e+00 3.404603e+00
#> [89,] 41.96807 28.65261 13.304268 8.520069e+00 5.606746e+00
#> [90,] 41.77748 13.63462 9.342313 7.493258e+00 4.464819e+00
#> [91,] 80.13791 18.20182 13.000602 7.793234e+00 5.116029e+00
#> [92,] 46.60888 25.41747 14.850952 1.069060e+01 4.960164e+00
#> [93,] 53.90863 17.73128 12.936266 1.082785e+01 7.283336e+00
#> [94,] 74.86087 19.90788 9.114148 5.586225e+00 3.469236e+00
#> [95,] 42.40699 30.79789 19.177779 8.598555e+00 3.551241e+00
#> [96,] 70.84455 18.16820 14.610379 6.626172e+00 4.542700e+00
#> [97,] 76.00361 17.67514 12.222877 4.489129e+00 3.321429e+00
#> [98,] 55.78721 24.32585 14.900687 9.831820e+00 5.043339e+00
#> [99,] 52.94959 28.16809 13.892534 5.265968e+00 4.924552e+00
#> [100,] 76.78810 19.40791 13.955230 4.324473e+00 1.567778e+00
#> Dimension 6 Dimension 7 Dimension 8 Dimension 9
#> [1,] 7.880711e-01 2.129468e-15 1.052125e-15 -5.818674e-17
#> [2,] 1.670993e+00 1.262046e-15 7.996501e-16 5.227061e-17
#> [3,] 1.776748e+00 3.955244e-01 -5.748249e-17 -6.225291e-16
#> [4,] 3.948542e+00 1.967980e+00 7.560917e-01 1.784678e-15
#> [5,] 2.261519e+00 9.487578e-01 8.090793e-03 3.896189e-15
#> [6,] 1.404304e-15 -2.150176e-15 -2.637084e-15 -2.645348e-15
#> [7,] 4.046417e+00 2.066641e+00 1.927793e-03 -1.480869e-16
#> [8,] 2.437911e+00 2.833748e-15 -9.215144e-17 -3.489102e-16
#> [9,] 9.379293e-01 7.591175e-15 -1.759905e-16 -3.958280e-16
#> [10,] 9.764312e-01 3.153730e-15 -4.087696e-16 -1.150755e-15
#> [11,] 5.836360e-15 1.429596e-15 -4.333416e-16 -1.106768e-15
#> [12,] 2.440635e+00 1.832268e-15 6.864612e-16 2.727629e-17
#> [13,] 3.115486e+00 1.134483e+00 8.918327e-01 1.696199e-15
#> [14,] 8.614460e-01 6.174310e-01 4.698659e-16 4.030530e-16
#> [15,] 6.754108e-01 5.806487e-15 2.347936e-15 1.941905e-15
#> [16,] 2.919951e+00 1.450345e+00 5.380909e-01 7.953380e-15
#> [17,] 1.670663e+00 1.391364e-15 -1.440423e-15 -1.656502e-15
#> [18,] 4.953909e+00 1.754339e+00 5.436213e-01 1.393909e-15
#> [19,] 2.510293e+00 1.115839e+00 1.968245e-15 9.553848e-17
#> [20,] 2.723565e+00 1.198869e+00 2.234937e-15 -2.663577e-16
#> [21,] 3.148534e+00 1.558695e+00 7.299840e-01 1.081948e-15
#> [22,] 2.656082e+00 1.224846e-14 5.367758e-16 1.624899e-16
#> [23,] 7.858239e-15 2.416810e-15 1.312796e-15 6.740738e-16
#> [24,] 4.704778e+00 1.899736e+00 7.869262e-01 4.481397e-01
#> [25,] 4.210191e+00 1.965172e+00 7.775310e-01 5.464195e-16
#> [26,] 3.016907e+00 5.387706e-01 -5.335332e-17 -3.017107e-15
#> [27,] 4.807084e+00 8.479708e-01 2.647386e-15 -3.416071e-17
#> [28,] 3.437064e+00 1.563926e+00 3.578921e-15 -1.774105e-15
#> [29,] 4.666805e+00 1.303834e+00 7.105307e-15 9.970233e-16
#> [30,] 1.630592e+00 5.684584e-01 1.192461e-15 1.129714e-15
#> [31,] 3.948657e+00 1.829404e+00 5.268061e-15 7.494889e-16
#> [32,] 3.202744e+00 1.492626e+00 5.901303e-01 5.945621e-15
#> [33,] 2.859414e+00 1.504460e+00 8.335185e-01 -4.679016e-16
#> [34,] 3.233304e+00 1.687947e-01 -6.117698e-16 -3.648711e-15
#> [35,] 1.771111e+00 2.621583e-15 -8.467788e-16 -1.255901e-15
#> [36,] 4.534376e+00 2.045895e+00 4.837809e-01 -3.566783e-16
#> [37,] 1.242785e+00 2.138427e-15 1.822523e-15 -4.284428e-16
#> [38,] 1.893508e+00 5.404162e-01 -7.879955e-16 -9.419575e-16
#> [39,] 3.059480e+00 1.184520e+00 7.011612e-01 4.292780e-15
#> [40,] 2.943647e+00 1.234894e-01 1.069138e-14 1.295878e-15
#> [41,] 1.800948e+00 8.833985e-01 -2.397782e-16 -1.115879e-15
#> [42,] 2.926986e+00 1.418082e+00 3.489344e-15 2.402119e-15
#> [43,] 1.799224e+00 5.145627e-01 4.255422e-15 1.276333e-15
#> [44,] 1.174178e+00 3.121046e-15 1.176181e-15 -6.107389e-16
#> [45,] 2.594780e+00 1.620333e+00 4.423371e-15 -5.886991e-16
#> [46,] 1.796629e+00 1.668197e-15 -5.326198e-16 -3.720093e-15
#> [47,] 1.291497e+00 2.057403e-15 -8.568816e-17 -1.228464e-15
#> [48,] 6.324845e-15 1.614198e-15 -2.266627e-16 -4.591150e-16
#> [49,] 2.864917e+00 1.106744e+00 4.695564e-15 -3.732426e-16
#> [50,] 2.793044e-15 -4.381447e-16 -5.687821e-16 -6.396636e-16
#> [51,] 2.983276e+00 2.032180e-15 7.421943e-16 3.360434e-16
#> [52,] 2.156574e-01 7.832784e-15 1.615766e-15 6.475400e-16
#> [53,] 9.864283e-01 3.089627e-15 -9.098501e-16 -1.535161e-15
#> [54,] 8.714727e-16 -1.523165e-16 -5.478059e-16 -1.504631e-15
#> [55,] 9.012119e-01 6.546516e-15 -2.763406e-16 -1.013738e-15
#> [56,] 2.572369e+00 1.807311e-01 3.082482e-15 2.048830e-15
#> [57,] 2.626811e+00 2.731697e-15 -5.424608e-17 -4.128850e-16
#> [58,] 9.041441e-01 1.959776e-14 -3.306910e-16 -2.475104e-15
#> [59,] 1.637316e+00 7.045848e-15 4.116545e-15 7.854058e-16
#> [60,] 2.996927e+00 2.532478e+00 1.293402e-15 9.600848e-16
#> [61,] 1.684938e+00 2.701627e-15 2.188699e-15 1.008408e-15
#> [62,] 3.823111e+00 1.224512e+00 4.893083e-16 -1.963568e-15
#> [63,] 3.374876e+00 8.342721e-01 1.188567e-01 2.692291e-15
#> [64,] 2.595912e+00 3.355152e-15 1.674041e-15 4.036512e-16
#> [65,] 1.806241e+00 6.052320e-01 8.151528e-15 1.179490e-15
#> [66,] 2.080452e-15 4.718360e-16 9.215393e-18 -4.340743e-16
#> [67,] 8.588237e-01 4.918952e-15 2.379643e-16 -4.334659e-17
#> [68,] 3.228713e+00 1.574354e+00 2.501420e-15 8.289099e-16
#> [69,] 2.566814e+00 2.232023e-01 -4.559369e-16 -1.426212e-15
#> [70,] 7.373506e-01 1.665571e-16 1.213961e-16 -2.515338e-15
#> [71,] 3.739929e+00 2.444081e+00 4.189417e-15 -7.264130e-16
#> [72,] 1.922238e+00 5.704079e-15 -6.106535e-16 -6.213943e-16
#> [73,] 5.383558e-15 3.252527e-16 1.292144e-16 -1.777562e-17
#> [74,] 4.644377e-15 4.272961e-15 -6.883058e-16 -7.806035e-16
#> [75,] 3.597615e+00 2.443273e+00 9.359523e-15 9.279739e-16
#> [76,] 1.986384e+00 8.169439e-01 2.822870e-15 -4.703483e-16
#> [77,] 4.672630e+00 2.367442e+00 1.399778e+00 4.850652e-15
#> [78,] 3.098141e+00 6.371970e-01 3.037006e-15 6.433883e-16
#> [79,] 1.316033e+00 1.546700e-15 1.538781e-15 1.063435e-15
#> [80,] 2.746267e-15 2.553583e-16 -3.860170e-16 -7.506711e-16
#> [81,] 8.721198e-01 2.000148e-15 -7.435666e-16 -9.812368e-16
#> [82,] 1.676624e+00 2.865859e-15 1.899779e-15 -4.905397e-16
#> [83,] 1.145263e+00 2.992371e-15 2.000583e-15 -3.284587e-16
#> [84,] 8.764996e-01 3.304507e-15 4.961586e-16 -9.004225e-16
#> [85,] 9.728075e-01 4.441719e-15 2.314319e-15 1.622471e-15
#> [86,] 2.140663e+00 8.496270e-01 3.814529e-01 -3.478072e-16
#> [87,] 1.658913e+00 1.696928e-15 1.472687e-15 5.146268e-16
#> [88,] 7.661107e-01 8.535105e-15 2.693677e-15 3.134752e-16
#> [89,] 3.210359e+00 1.766118e+00 2.561708e-15 1.527330e-15
#> [90,] 1.690252e+00 8.612385e-01 7.676756e-15 1.229697e-15
#> [91,] 3.203755e+00 1.134437e+00 1.914905e-15 3.960696e-16
#> [92,] 3.234349e+00 2.325620e+00 2.975045e-15 7.943532e-16
#> [93,] 4.772183e+00 2.124444e+00 4.626203e-01 5.296581e-15
#> [94,] 8.571758e-01 5.708781e-01 3.457581e-15 6.845641e-16
#> [95,] 1.719716e+00 -1.093872e-15 -1.239675e-15 -1.713160e-15
#> [96,] 4.506077e-01 8.049446e-15 2.662526e-15 3.773268e-16
#> [97,] 1.679112e+00 5.454402e-01 2.186409e-15 -6.264005e-16
#> [98,] 1.311601e+00 8.552385e-01 3.365152e-15 2.250674e-16
#> [99,] 1.713891e+00 1.288782e-14 -1.693914e-16 -8.011511e-16
#> [100,] 8.574070e-01 2.005420e-15 8.532715e-17 -2.346821e-15
#>
#> $BootMatEigsCI
#> LowCI HighCI
#> Dimension 1 2.943158e+01 8.013791e+01
#> Dimension 2 1.263783e+01 3.282389e+01
#> Dimension 3 6.925342e+00 2.273011e+01
#> Dimension 4 2.302233e+00 1.171016e+01
#> Dimension 5 4.003882e-15 7.283336e+00
#> Dimension 6 1.404304e-15 4.772183e+00
#> Dimension 7 -1.093872e-15 2.443273e+00
#> Dimension 8 -1.440423e-15 8.335185e-01
#> Dimension 9 -3.648711e-15 5.945621e-15
#>
#> $FixedEigs
#> [1] 45.7560512 17.7380503 14.9816883 9.3523034 5.4919979 5.0110012 2.7533950
#> [8] 1.2811960 0.7280213
#>
#> $BootstrappedEstEigs
#> Dimension 1 Dimension 2 Dimension 3 Dimension 4 Dimension 5 Dimension 6
#> 51.142995932 22.208332412 13.709011048 7.832100505 4.370105736 2.095754380
#> Dimension 7 Dimension 8 Dimension 9
#> 0.642462569 0.100053949 0.004481397
#>
#> $BootMatTaus
#> Dimension 1 Dimension 2 Dimension 3 Dimension 4 Dimension 5
#> [1,] 0.6709958 0.1355976 0.09727747 5.571557e-02 3.320887e-02
#> [2,] 0.4824969 0.1862711 0.17702947 8.889373e-02 4.067980e-02
#> [3,] 0.5522012 0.2127624 0.11569273 6.334205e-02 3.566798e-02
#> [4,] 0.3698815 0.3111002 0.12342255 6.653171e-02 5.596975e-02
#> [5,] 0.5218430 0.1637719 0.13489451 8.417439e-02 6.421080e-02
#> [6,] 0.4261555 0.2987211 0.13750526 1.015023e-01 3.611583e-02
#> [7,] 0.4371397 0.1839635 0.16236129 8.597970e-02 6.267363e-02
#> [8,] 0.6130401 0.1525267 0.11265128 6.446870e-02 3.743375e-02
#> [9,] 0.4195754 0.2735526 0.18277784 6.871534e-02 4.480481e-02
#> [10,] 0.4924314 0.2123830 0.15612796 1.022787e-01 2.424823e-02
#> [11,] 0.5879384 0.2208422 0.15243337 2.272586e-02 1.606020e-02
#> [12,] 0.4070015 0.2456664 0.22506281 6.213826e-02 3.877315e-02
#> [13,] 0.4301420 0.2049953 0.15536774 1.051734e-01 4.971351e-02
#> [14,] 0.6177766 0.1625813 0.12107377 5.839242e-02 2.686483e-02
#> [15,] 0.6069363 0.2126168 0.09320901 5.209378e-02 2.878827e-02
#> [16,] 0.4562257 0.1907516 0.15135922 9.238453e-02 6.261480e-02
#> [17,] 0.4123885 0.2946952 0.12992527 9.315726e-02 5.252366e-02
#> [18,] 0.5282693 0.1544066 0.11616438 8.356222e-02 5.564313e-02
#> [19,] 0.6261302 0.1353289 0.09148708 7.165720e-02 4.275674e-02
#> [20,] 0.5324298 0.1812135 0.12350154 6.236807e-02 5.827172e-02
#> [21,] 0.3972113 0.2048184 0.16220618 1.111090e-01 6.093613e-02
#> [22,] 0.4494771 0.2295729 0.16610992 8.558169e-02 4.784201e-02
#> [23,] 0.4618263 0.2914722 0.12566939 1.034551e-01 1.757707e-02
#> [24,] 0.4650484 0.1684157 0.12782619 9.523094e-02 6.644556e-02
#> [25,] 0.4693557 0.1715284 0.12112098 9.508725e-02 6.953664e-02
#> [26,] 0.5128290 0.2080492 0.15453001 5.423605e-02 4.315681e-02
#> [27,] 0.3337572 0.2185274 0.18319916 1.098722e-01 9.128012e-02
#> [28,] 0.3733543 0.2532952 0.20934149 7.280459e-02 4.514587e-02
#> [29,] 0.4325598 0.1990824 0.14927550 9.799680e-02 6.599856e-02
#> [30,] 0.5444021 0.1603008 0.13111078 9.456459e-02 4.683444e-02
#> [31,] 0.3970842 0.2533411 0.18086535 7.367112e-02 4.245134e-02
#> [32,] 0.4786758 0.2184929 0.11238493 8.322512e-02 4.434183e-02
#> [33,] 0.3077765 0.2421705 0.18823317 1.231569e-01 7.646862e-02
#> [34,] 0.5631135 0.1816239 0.11707571 7.155170e-02 3.923705e-02
#> [35,] 0.5692638 0.1568348 0.12064871 1.057617e-01 3.149502e-02
#> [36,] 0.4894381 0.1551960 0.14977307 8.629949e-02 5.669960e-02
#> [37,] 0.4499700 0.2743050 0.12463696 8.480682e-02 5.008157e-02
#> [38,] 0.4598472 0.2303162 0.13451918 1.087020e-01 4.183629e-02
#> [39,] 0.5180608 0.1616122 0.13626540 8.348656e-02 5.399523e-02
#> [40,] 0.4106023 0.2819260 0.16065498 8.023553e-02 3.764802e-02
#> [41,] 0.5423654 0.2286816 0.10984570 5.342694e-02 3.916708e-02
#> [42,] 0.3352020 0.2626780 0.23360542 8.720837e-02 3.899997e-02
#> [43,] 0.5796952 0.2156766 0.10418574 4.438530e-02 3.618779e-02
#> [44,] 0.6830371 0.1138422 0.09987858 6.396624e-02 3.082915e-02
#> [45,] 0.4352959 0.2314276 0.17036086 8.540406e-02 4.235185e-02
#> [46,] 0.3997271 0.2831977 0.15273260 8.309479e-02 6.421309e-02
#> [47,] 0.4923128 0.2015941 0.15788862 8.722155e-02 4.561131e-02
#> [48,] 0.6383924 0.2148016 0.09989394 2.751741e-02 1.939459e-02
#> [49,] 0.5381248 0.1503689 0.13734123 8.517781e-02 4.820606e-02
#> [50,] 0.4214426 0.2843251 0.17182884 7.380079e-02 4.860268e-02
#> [51,] 0.3921653 0.2878657 0.19887777 6.000952e-02 3.491835e-02
#> [52,] 0.5235773 0.2432220 0.13755884 7.583917e-02 1.763846e-02
#> [53,] 0.4159153 0.2977848 0.12641377 9.709793e-02 5.400825e-02
#> [54,] 0.5949528 0.3109743 0.09407292 5.848595e-17 4.125851e-17
#> [55,] 0.4248137 0.3229257 0.13097752 7.533370e-02 3.502795e-02
#> [56,] 0.3542456 0.2879291 0.15864883 9.238601e-02 7.982154e-02
#> [57,] 0.4299331 0.2311713 0.15098035 1.043624e-01 5.574493e-02
#> [58,] 0.5276266 0.2446880 0.10268255 8.014426e-02 3.791628e-02
#> [59,] 0.5895161 0.1903545 0.11277815 7.559359e-02 1.702740e-02
#> [60,] 0.4452629 0.2011510 0.15618467 9.404581e-02 4.672101e-02
#> [61,] 0.4815827 0.1969736 0.18195856 5.939391e-02 5.252091e-02
#> [62,] 0.4949486 0.1498090 0.14652228 1.120339e-01 4.622912e-02
#> [63,] 0.4033691 0.2858485 0.15234538 7.619029e-02 3.951099e-02
#> [64,] 0.4912459 0.2102950 0.13516963 7.888594e-02 5.005088e-02
#> [65,] 0.5830524 0.2141138 0.09192128 5.731333e-02 3.214622e-02
#> [66,] 0.5841292 0.2481867 0.09862802 6.905600e-02 7.020880e-17
#> [67,] 0.5522172 0.2503627 0.09055410 5.180750e-02 4.732006e-02
#> [68,] 0.3817576 0.2829117 0.14357699 8.882991e-02 5.743593e-02
#> [69,] 0.4490826 0.2716681 0.13683096 6.833942e-02 4.822482e-02
#> [70,] 0.5731139 0.2092996 0.12295467 5.665037e-02 3.093369e-02
#> [71,] 0.4159624 0.2164706 0.16087507 8.371783e-02 5.237398e-02
#> [72,] 0.4908029 0.1767142 0.13889163 1.032454e-01 6.884797e-02
#> [73,] 0.5849356 0.1786329 0.10872334 9.773115e-02 2.997698e-02
#> [74,] 0.4774281 0.2405576 0.15827258 9.035555e-02 3.338622e-02
#> [75,] 0.4394754 0.1794655 0.15353649 9.649725e-02 6.099970e-02
#> [76,] 0.5905780 0.1954173 0.08718509 5.975932e-02 3.967495e-02
#> [77,] 0.4504323 0.1605727 0.13124436 1.133080e-01 6.073251e-02
#> [78,] 0.4481720 0.2878261 0.12882768 5.260066e-02 4.537576e-02
#> [79,] 0.5444785 0.2284807 0.10277128 7.010444e-02 3.805852e-02
#> [80,] 0.6703401 0.1781928 0.09865586 5.281122e-02 4.349102e-17
#> [81,] 0.5020618 0.2133638 0.13762444 9.644517e-02 4.074408e-02
#> [82,] 0.3992883 0.2816862 0.16977407 9.732358e-02 3.387322e-02
#> [83,] 0.6870248 0.1922971 0.05583666 4.009117e-02 1.551642e-02
#> [84,] 0.5076674 0.2172800 0.13844253 8.359098e-02 4.354711e-02
#> [85,] 0.5110162 0.2567152 0.12492493 5.487698e-02 4.148583e-02
#> [86,] 0.5730677 0.2066644 0.08091388 5.482537e-02 5.216474e-02
#> [87,] 0.4826427 0.2117358 0.12728580 1.192214e-01 3.937695e-02
#> [88,] 0.4311971 0.3466452 0.12189304 5.590115e-02 3.621448e-02
#> [89,] 0.4073453 0.2781044 0.12913225 8.269644e-02 5.441950e-02
#> [90,] 0.5270677 0.1720153 0.11786329 9.453547e-02 5.632847e-02
#> [91,] 0.6232156 0.1415517 0.10110293 6.060633e-02 3.978628e-02
#> [92,] 0.4312122 0.2351552 0.13739682 9.890644e-02 4.589004e-02
#> [93,] 0.4898709 0.1611251 0.11755261 9.839335e-02 6.618410e-02
#> [94,] 0.6545704 0.1740710 0.07969253 4.884498e-02 3.033440e-02
#> [95,] 0.3991165 0.2898566 0.18049306 8.092593e-02 3.342276e-02
#> [96,] 0.6147427 0.1576517 0.12677932 5.749759e-02 3.941858e-02
#> [97,] 0.6555610 0.1524550 0.10542713 3.872051e-02 2.864864e-02
#> [98,] 0.4978523 0.2170870 0.13297566 8.774044e-02 4.500741e-02
#> [99,] 0.4952511 0.2634634 0.12994044 4.925396e-02 4.606060e-02
#> [100,] 0.6568649 0.1660202 0.11937658 3.699264e-02 1.341117e-02
#> Dimension 6 Dimension 7 Dimension 8 Dimension 9
#> [1,] 7.204621e-03 1.946780e-17 9.618626e-18 -5.319488e-19
#> [2,] 2.462903e-02 1.860150e-17 1.178617e-17 7.704249e-19
#> [3,] 1.663130e-02 3.702318e-03 -5.380666e-19 -5.827202e-18
#> [4,] 4.325382e-02 2.155800e-02 8.282515e-03 1.955004e-17
#> [5,] 2.185745e-02 9.169691e-03 7.819706e-05 3.765644e-17
#> [6,] 1.376223e-17 -2.107181e-17 -2.584353e-17 -2.592452e-17
#> [7,] 4.491909e-02 2.294169e-02 2.140034e-05 -1.643906e-18
#> [8,] 1.987944e-02 2.310722e-17 -7.514299e-19 -2.845116e-18
#> [9,] 1.057403e-02 8.558141e-17 -1.984082e-18 -4.462487e-18
#> [10,] 1.253067e-02 4.047223e-17 -5.245794e-18 -1.476778e-17
#> [11,] 5.761201e-17 1.411186e-17 -4.277612e-18 -1.092516e-17
#> [12,] 2.135789e-02 1.603410e-17 6.007193e-18 2.386936e-19
#> [13,] 3.308774e-02 1.204868e-02 9.471629e-03 1.801433e-17
#> [14,] 7.753715e-03 5.557382e-03 4.229175e-18 3.627805e-18
#> [15,] 6.355875e-03 5.464127e-17 2.209498e-17 1.827407e-17
#> [16,] 2.776009e-02 1.378848e-02 5.115650e-03 7.561308e-17
#> [17,] 1.731016e-02 1.441627e-17 -1.492458e-17 -1.716343e-17
#> [18,] 4.232232e-02 1.498770e-02 4.644274e-03 1.190846e-17
#> [19,] 2.259592e-02 1.004401e-02 1.771678e-17 8.599712e-19
#> [20,] 2.931251e-02 1.290289e-02 2.405362e-17 -2.866688e-18
#> [21,] 3.689784e-02 1.826643e-02 8.554723e-03 1.267941e-17
#> [22,] 2.141638e-02 9.876110e-17 4.328101e-18 1.310180e-18
#> [23,] 6.551842e-17 2.015026e-17 1.094550e-17 5.620120e-18
#> [24,] 4.623007e-02 1.866718e-02 7.732491e-03 4.403509e-03
#> [25,] 4.442843e-02 2.073766e-02 8.204968e-03 5.766142e-18
#> [26,] 2.307763e-02 4.121289e-03 -4.081226e-19 -2.307916e-17
#> [27,] 5.386261e-02 9.501378e-03 2.966354e-17 -3.827653e-19
#> [28,] 3.165492e-02 1.440356e-02 3.296141e-17 -1.633928e-17
#> [29,] 4.305735e-02 1.202957e-02 6.555572e-17 9.198839e-18
#> [30,] 1.689677e-02 5.890569e-03 1.235670e-17 1.170650e-17
#> [31,] 3.593721e-02 1.664963e-02 4.794527e-17 6.821191e-18
#> [32,] 3.810173e-02 1.775716e-02 7.020539e-03 7.073261e-17
#> [33,] 3.421704e-02 1.800305e-02 9.974259e-03 -5.599122e-18
#> [34,] 2.603875e-02 1.359354e-03 -4.926763e-18 -2.938415e-17
#> [35,] 1.599599e-02 2.367713e-17 -7.647780e-18 -1.134281e-17
#> [36,] 4.017853e-02 1.812842e-02 4.286721e-03 -3.160481e-18
#> [37,] 1.619967e-02 2.787434e-17 2.375654e-17 -5.584741e-18
#> [38,] 1.927731e-02 5.501836e-03 -8.022377e-18 -9.589823e-18
#> [39,] 2.881804e-02 1.115730e-02 6.604420e-03 4.043482e-17
#> [40,] 2.776832e-02 1.164913e-03 1.008551e-16 1.222441e-17
#> [41,] 1.778794e-02 8.725316e-03 -2.368287e-18 -1.102152e-17
#> [42,] 2.849893e-02 1.380732e-02 3.397440e-17 2.338851e-17
#> [43,] 1.545061e-02 4.418742e-03 3.654289e-17 1.096035e-17
#> [44,] 8.446740e-03 2.245202e-17 8.461152e-18 -4.393502e-18
#> [45,] 2.164395e-02 1.351575e-02 3.689685e-17 -4.910541e-18
#> [46,] 1.703477e-02 1.581705e-17 -5.050046e-18 -3.527215e-17
#> [47,] 1.537171e-02 2.448772e-17 -1.019882e-18 -1.462148e-17
#> [48,] 6.821162e-17 1.740866e-17 -2.444492e-18 -4.951422e-18
#> [49,] 2.941712e-02 1.136410e-02 4.821429e-17 -3.832474e-18
#> [50,] 2.796409e-17 -4.386726e-18 -5.694675e-18 -6.404343e-18
#> [51,] 2.616335e-02 1.782223e-17 6.509048e-18 2.947103e-18
#> [52,] 2.164281e-03 7.860776e-17 1.621541e-17 6.498541e-18
#> [53,] 8.779918e-03 2.749989e-17 -8.098318e-18 -1.366403e-17
#> [54,] 1.202867e-17 -2.102378e-18 -7.561195e-18 -2.076795e-17
#> [55,] 1.092137e-02 7.933420e-17 -3.348844e-18 -1.228502e-17
#> [56,] 2.519849e-02 1.770412e-03 3.019547e-17 2.006999e-17
#> [57,] 2.780784e-02 2.891818e-17 -5.742578e-19 -4.370867e-18
#> [58,] 6.942243e-03 1.504765e-16 -2.539128e-18 -1.900447e-17
#> [59,] 1.473024e-02 6.338855e-17 3.703483e-17 7.065967e-18
#> [60,] 3.069584e-02 2.593875e-02 1.324759e-17 9.833611e-18
#> [61,] 2.757028e-02 4.420616e-17 3.581322e-17 1.650038e-17
#> [62,] 3.821661e-02 1.224048e-02 4.891228e-18 -1.962824e-17
#> [63,] 3.332433e-02 8.237803e-03 1.173620e-03 2.658432e-17
#> [64,] 3.435258e-02 4.439987e-17 2.215315e-17 5.341654e-18
#> [65,] 1.606864e-02 5.384251e-03 7.251743e-17 1.049295e-17
#> [66,] 2.021418e-17 4.584473e-18 8.953900e-20 -4.217572e-18
#> [67,] 7.738362e-03 4.432182e-17 2.144158e-18 -3.905709e-19
#> [68,] 3.057778e-02 1.491004e-02 2.368990e-17 7.850256e-18
#> [69,] 2.378572e-02 2.068334e-03 -4.225000e-18 -1.321618e-17
#> [70,] 7.047801e-03 1.591999e-18 1.160338e-18 -2.404230e-17
#> [71,] 4.269715e-02 2.790302e-02 4.782876e-17 -8.293143e-18
#> [72,] 2.149800e-02 6.379349e-17 -6.829449e-18 -6.949573e-18
#> [73,] 4.240697e-17 2.562057e-18 1.017839e-18 -1.400208e-19
#> [74,] 3.963579e-17 3.646608e-17 -5.874102e-18 -6.661784e-18
#> [75,] 4.170332e-02 2.832226e-02 1.084950e-16 1.075702e-17
#> [76,] 1.940475e-02 7.980629e-03 2.757629e-17 -4.594777e-18
#> [77,] 4.634518e-02 2.348133e-02 1.388361e-02 4.811089e-17
#> [78,] 3.085241e-02 6.345440e-03 3.024361e-17 6.407095e-18
#> [79,] 1.610661e-02 1.892970e-17 1.883278e-17 1.301513e-17
#> [80,] 2.983053e-17 2.773756e-18 -4.192999e-18 -8.153949e-18
#> [81,] 9.760762e-03 2.238565e-17 -8.321995e-18 -1.098200e-17
#> [82,] 1.805462e-02 3.086082e-17 2.045764e-17 -5.282345e-18
#> [83,] 9.233865e-03 2.412646e-17 1.613002e-17 -2.648250e-18
#> [84,] 9.471993e-03 3.571053e-17 5.361794e-18 -9.730518e-18
#> [85,] 1.098088e-02 5.013733e-17 2.612362e-17 1.831416e-17
#> [86,] 2.054731e-02 8.155209e-03 3.661405e-03 -3.338454e-18
#> [87,] 1.973737e-02 2.018966e-17 1.752169e-17 6.122912e-18
#> [88,] 8.149057e-03 9.078722e-17 2.865243e-17 3.334410e-18
#> [89,] 3.115999e-02 1.714208e-02 2.486414e-17 1.482438e-17
#> [90,] 2.132434e-02 1.086545e-02 9.685049e-17 1.551394e-17
#> [91,] 2.491493e-02 8.822274e-03 1.489181e-17 3.080149e-18
#> [92,] 2.992328e-02 2.151598e-02 2.752428e-17 7.349132e-18
#> [93,] 4.336511e-02 1.930495e-02 4.203857e-03 4.813035e-17
#> [94,] 7.494996e-03 4.991659e-03 3.023249e-17 5.985709e-18
#> [95,] 1.618524e-02 -1.029505e-17 -1.166730e-17 -1.612353e-17
#> [96,] 3.910079e-03 6.984783e-17 2.310366e-17 3.274196e-18
#> [97,] 1.448301e-02 4.704637e-03 1.885864e-17 -5.402952e-18
#> [98,] 1.170490e-02 7.632259e-03 3.003106e-17 2.008531e-18
#> [99,] 1.603047e-02 1.205431e-16 -1.584361e-18 -7.493372e-18
#> [100,] 7.334477e-03 1.715487e-17 7.299101e-19 -2.007530e-17
#>
#> $BootMatTausCI
#> LowCI HighCI
#> Dimension 1 3.337572e-01 6.709958e-01
#> Dimension 2 1.353289e-01 3.111002e-01
#> Dimension 3 7.969253e-02 2.093415e-01
#> Dimension 4 2.272586e-02 1.133080e-01
#> Dimension 5 4.349102e-17 7.646862e-02
#> Dimension 6 1.376223e-17 4.623007e-02
#> Dimension 7 -1.029505e-17 2.593875e-02
#> Dimension 8 -1.492458e-17 9.471629e-03
#> Dimension 9 -2.938415e-17 7.073261e-17
#>
#> $BootstrappedEstInertia
#> [1] 109.38411 67.84646 106.83156 91.28769 103.46672 102.04038 90.08235
#> [8] 122.63478 88.70121 77.92331 101.30457 114.27321 94.15832 111.10106
#> [15] 106.26559 105.18525 96.51346 117.05194 111.09497 92.91477 85.33111
#> [22] 124.02107 119.93939 101.76878 94.76345 130.72865 89.24715 108.57912
#> [29] 108.38578 96.50314 109.87655 84.05770 83.56696 124.17276 110.72218
#> [36] 112.85568 76.71669 98.22470 106.16544 106.00737 101.24544 102.70510
#> [43] 116.45006 139.00958 119.88478 105.46830 84.01775 92.72386 97.38947
#> [50] 99.87966 114.02502 99.64390 112.35051 72.44965 82.51821 102.08425
#> [57] 94.46294 130.23802 111.15333 97.63299 61.11427 100.03794 101.27362
#> [64] 75.56671 112.40784 102.92044 110.98262 105.59017 107.91406 104.62138
#> [71] 87.59200 89.41475 126.94982 117.17634 86.26686 102.36586 100.82234
#> [78] 100.41810 81.70759 92.06228 89.34956 92.86401 124.02859 92.53593
#> [85] 88.59105 104.18213 84.04935 94.01219 103.02824 79.26398 128.58778
#> [92] 108.08804 110.04661 114.36641 106.25217 115.24260 115.93673 112.05575
#> [99] 106.91463 116.90090
#>