tunedwd: fast tune procedure for DWD
In kerndwd: Distance Weighted Discrimination (DWD) and Kernel Methods

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

A fast implementaiton of cross-validation for kerndwd to find the optimal values of the tuning parameter lambda.

1	tunedwd(x, y, kern, lambda, qvals=1, eps=1e-5, maxit=1e+5, nfolds=5, foldid=NULL)

`x`	A matrix of predictors, i.e., the matrix `x` used in `kerndwd`.
`y`	A vector of binary class labels, i.e., the `y` used in `kerndwd`. `y` has two levels.
`kern`	A kernel function.
`lambda`	A user specified `lambda` candidate sequence for cross-validation.
`qvals`	A vector containing the index of the generalized DWD. Default value is 1.
`eps`	The algorithm stops when (i.e. sum(j)(beta_new[j]-beta_old[j])^2 is less than `eps`, where j=0,…, p. Default value is `1e-5`.
`maxit`	The maximum of iterations allowed. Default is 1e5.
`nfolds`	The number of folds. Default value is 5. The allowable range is from 3 to the sample size.
`foldid`	An optional vector with values between 1 and `nfold`, representing the fold indices for each observation. If supplied, `nfold` can be missing.

This function returns the best tuning parameters q and lambda by cross-validation. An efficient tune method is employed to accelerate the algorithm.

A tunedwd.kerndwd object including the cross-validation results is return.

`lam.tune`	The optimal `lambda` value.
`q.tune`	The optimal `q` value.

Boxiang Wang and Hui Zou
Maintainer: Boxiang Wang boxiang-wang@uiowa.edu

Wang, B. and Zou, H. (2018) “Another Look at Distance Weighted Discrimination," Journal of Royal Statistical Society, Series B, 80(1), 177–198.
https://rss.onlinelibrary.wiley.com/doi/10.1111/rssb.12244
Friedman, J., Hastie, T., and Tibshirani, R. (2010), "Regularization paths for generalized linear models via coordinate descent," Journal of Statistical Software, 33(1), 1–22.
https://www.jstatsoft.org/v33/i01/paper

kerndwd.

set.seed(1)
data(BUPA)
BUPA$X = scale(BUPA$X, center=TRUE, scale=TRUE)
lambda = 10^(seq(-3, 3, length.out=10))
kern = rbfdot(sigma=sigest(BUPA$X))
ret = tunedwd(BUPA$X, BUPA$y, kern, qvals=c(1,2,10), lambda=lambda, eps=1e-5, maxit=1e5)
ret

$lam.tune
[1] 0.001

$q.tune
[1] 1

$cvres
$cvres[[1]]
$cvres[[1]]$qval
[1] 1

$cvres[[1]]$lambda
 [1] 1.000000e+03 2.154435e+02 4.641589e+01 1.000000e+01 2.154435e+00
 [6] 4.641589e-01 1.000000e-01 2.154435e-02 4.641589e-03 1.000000e-03

$cvres[[1]]$cvm
 [1] 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899
 [8] 0.4231884 0.3101449 0.2869565

$cvres[[1]]$cvsd
 [1] 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737
 [7] 0.02787737 0.02648647 0.03060683 0.02018607

$cvres[[1]]$cvup
 [1] 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672
 [8] 0.4496749 0.3407518 0.3071426

$cvres[[1]]$cvlo
 [1] 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125
 [8] 0.3967019 0.2795381 0.2667705

$cvres[[1]]$predmat
            [,1]      [,2]      [,3]      [,4]      [,5]      [,6]      [,7]
  [1,] 0.5752075 0.5764546 0.5772092 0.5775660 0.5770917 0.5733016 0.5536551
  [2,] 0.5868465 0.5885546 0.5896885 0.5905964 0.5919101 0.5944160 0.5921402
  [3,] 0.5752101 0.5764668 0.5772654 0.5778247 0.5782767 0.5784162 0.5700857
  [4,] 0.5751989 0.5764149 0.5770253 0.5767209 0.5732022 0.5565701 0.4901104
  [5,] 0.5752087 0.5764602 0.5772352 0.5776891 0.5776750 0.5765654 0.5712584
  [6,] 0.5664786 0.5678769 0.5687660 0.5694622 0.5703072 0.5726756 0.5765482
  [7,] 0.6142929 0.6157399 0.6165826 0.6165409 0.6136990 0.5991632 0.5405645
  [8,] 0.5664626 0.5678030 0.5684243 0.5678878 0.5630414 0.5406219 0.4422327
  [9,] 0.6142957 0.6157531 0.6166438 0.6168227 0.6150018 0.6048739 0.5635261
 [10,] 0.5752010 0.5764245 0.5770697 0.5769234 0.5741235 0.5602515 0.4966433
 [11,] 0.5752157 0.5764924 0.5773839 0.5783744 0.5808245 0.5902072 0.6247047
 [12,] 0.6143062 0.6158013 0.6168669 0.6178484 0.6197226 0.6252963 0.6424035
 [13,] 0.5868423 0.5885350 0.5895977 0.5901778 0.5899823 0.5859057 0.5577494
 [14,] 0.5868357 0.5885046 0.5894573 0.5895368 0.5870509 0.5741117 0.5221669
 [15,] 0.5752002 0.5764209 0.5770530 0.5768473 0.5737799 0.5588516 0.4953703
 [16,] 0.5752067 0.5764509 0.5771922 0.5774918 0.5767665 0.5726456 0.5559628
 [17,] 0.5751957 0.5764003 0.5769577 0.5764085 0.5717512 0.5500106 0.4567518
 [18,] 0.6142906 0.6157292 0.6165333 0.6163139 0.6126528 0.5946089 0.5249742
 [19,] 0.5752054 0.5764449 0.5771643 0.5773602 0.5761502 0.5693854 0.5408013
 [20,] 0.5752082 0.5764579 0.5772242 0.5776357 0.5774115 0.5747299 0.5568468
 [21,] 0.5751994 0.5764172 0.5770360 0.5767668 0.5733893 0.5566422 0.4774981
 [22,] 0.5664822 0.5678933 0.5688415 0.5698062 0.5718651 0.5786524 0.5911682
 [23,] 0.5868381 0.5885156 0.5895085 0.5897734 0.5881599 0.5792976 0.5459162
 [24,] 0.5664703 0.5678383 0.5685873 0.5686412 0.5665334 0.5565102 0.5143843
 [25,] 0.6143114 0.6158254 0.6169778 0.6183572 0.6220553 0.6350593 0.6774668
 [26,] 0.5751963 0.5764027 0.5769688 0.5764602 0.5719976 0.5511756 0.4667425
 [27,] 0.6142970 0.6157589 0.6166705 0.6169429 0.6155441 0.6067627 0.5651283
 [28,] 0.5752035 0.5764362 0.5771241 0.5771765 0.5753013 0.5658595 0.5272226
 [29,] 0.6142979 0.6157632 0.6166903 0.6170322 0.6159497 0.6082295 0.5709981
 [30,] 0.5868455 0.5885500 0.5896673 0.5904992 0.5914685 0.5926598 0.5857585
 [31,] 0.6142919 0.6157355 0.6165624 0.6164453 0.6132427 0.5966506 0.5262090
 [32,] 0.5664788 0.5678779 0.5687704 0.5694836 0.5703998 0.5731667 0.5777812
 [33,] 0.6142890 0.6157219 0.6164995 0.6161558 0.6119088 0.5908205 0.5037574
 [34,] 0.6142983 0.6157647 0.6166975 0.6170676 0.6161209 0.6093740 0.5803899
 [35,] 0.5752018 0.5764282 0.5770869 0.5770043 0.5745000 0.5621512 0.5063905
 [36,] 0.5868484 0.5885631 0.5897277 0.5907768 0.5927438 0.5981127 0.6078108
 [37,] 0.5868484 0.5885635 0.5897296 0.5907860 0.5927854 0.5983549 0.6085144
 [38,] 0.5752137 0.5764833 0.5773416 0.5781736 0.5798764 0.5849631 0.5920172
 [39,] 0.5664704 0.5678391 0.5685912 0.5686587 0.5666117 0.5568283 0.5159219
 [40,] 0.6142966 0.6157570 0.6166618 0.6169079 0.6154000 0.6070396 0.5774124
 [41,] 0.5752116 0.5764734 0.5772959 0.5779655 0.5789303 0.5813304 0.5825646
 [42,] 0.5752144 0.5764865 0.5773564 0.5782462 0.5802293 0.5873114 0.6110195
 [43,] 0.5664616 0.5677983 0.5684025 0.5677875 0.5625816 0.5386518 0.4356434
 [44,] 0.5664616 0.5677981 0.5684015 0.5677844 0.5625713 0.5388572 0.4383995
 [45,] 0.6142969 0.6157585 0.6166685 0.6169346 0.6155026 0.6066657 0.5661333
 [46,] 0.5752078 0.5764561 0.5772160 0.5776003 0.5772535 0.5744259 0.5609360
 [47,] 0.6142987 0.6157667 0.6167068 0.6171137 0.6163491 0.6109989 0.5906969
 [48,] 0.5868472 0.5885577 0.5897032 0.5906694 0.5922883 0.5973193 0.6181615
 [49,] 0.6142864 0.6157101 0.6164446 0.6159047 0.6107595 0.5860933 0.4880592
 [50,] 0.5752149 0.5764891 0.5773685 0.5782983 0.5804527 0.5876735 0.6041358
 [51,] 0.5751997 0.5764185 0.5770423 0.5768013 0.5735805 0.5586671 0.4990150
 [52,] 0.5868433 0.5885397 0.5896198 0.5902838 0.5904879 0.5889471 0.5775096
 [53,] 0.5752124 0.5764773 0.5773137 0.5780460 0.5792956 0.5826232 0.5856126
 [54,] 0.5664861 0.5679117 0.5689269 0.5702051 0.5737356 0.5879981 0.6414042
 [55,] 0.5752118 0.5764747 0.5773019 0.5779938 0.5790625 0.5820806 0.5873578
 [56,] 0.5868478 0.5885604 0.5897155 0.5907252 0.5925261 0.5980141 0.6156243
 [57,] 0.6143003 0.6157743 0.6167417 0.6172727 0.6170699 0.6137796 0.5991027
 [58,] 0.5752157 0.5764924 0.5773841 0.5783735 0.5808084 0.5897427 0.6180869
 [59,] 0.5664758 0.5678638 0.5687055 0.5691853 0.5690445 0.5675549 0.5606301
 [60,] 0.5664727 0.5678494 0.5686390 0.5688798 0.5676309 0.5614147 0.5337535
 [61,] 0.5752156 0.5764921 0.5773824 0.5783641 0.5807610 0.5892663 0.6138389
 [62,] 0.5751967 0.5764046 0.5769779 0.5765041 0.5722008 0.5523947 0.4705732
 [63,] 0.5868441 0.5885434 0.5896370 0.5903636 0.5908641 0.5907527 0.5874050
 [64,] 0.5752125 0.5764776 0.5773153 0.5780570 0.5793610 0.5836240 0.5958594
 [65,] 0.5752019 0.5764286 0.5770885 0.5770111 0.5745301 0.5621487 0.5090598
 [66,] 0.5751947 0.5763952 0.5769343 0.5763019 0.5712728 0.5481872 0.4579731
 [67,] 0.5868419 0.5885335 0.5895911 0.5901559 0.5899284 0.5874570 0.5834542
 [68,] 0.6143046 0.6157940 0.6168330 0.6176929 0.6190108 0.6223064 0.6313973
 [69,] 0.5868480 0.5885616 0.5897209 0.5907471 0.5926181 0.5978886 0.6107249
 [70,] 0.5752053 0.5764441 0.5771607 0.5773469 0.5760975 0.5696763 0.5461159
 [71,] 0.6143038 0.6157902 0.6168154 0.6176152 0.6186614 0.6213106 0.6346740
 [72,] 0.5752025 0.5764316 0.5771025 0.5770753 0.5748230 0.5633701 0.5097516
 [73,] 0.5752044 0.5764404 0.5771435 0.5772644 0.5756988 0.5672943 0.5266632
 [74,] 0.5751951 0.5763971 0.5769427 0.5763390 0.5714358 0.5485430 0.4546900
 [75,] 0.5752166 0.5764967 0.5774038 0.5784640 0.5812225 0.5915000 0.6245714
 [76,] 0.5868350 0.5885014 0.5894426 0.5894707 0.5867577 0.5731865 0.5229780
 [77,] 0.5664801 0.5678839 0.5687980 0.5696058 0.5709477 0.5747158 0.5765821
 [78,] 0.5868359 0.5885054 0.5894613 0.5895555 0.5871552 0.5748243 0.5285286
 [79,] 0.5868480 0.5885617 0.5897214 0.5907556 0.5926998 0.5996278 0.6319917
 [80,] 0.5752022 0.5764300 0.5770954 0.5770449 0.5747090 0.5634601 0.5210854
 [81,] 0.5664747 0.5678588 0.5686822 0.5690761 0.5685342 0.5649709 0.5479873
 [82,] 0.5868441 0.5885434 0.5896368 0.5903599 0.5908321 0.5900492 0.5779526
 [83,] 0.5868410 0.5885290 0.5895700 0.5900516 0.5894134 0.5838034 0.5555443
 [84,] 0.6142991 0.6157687 0.6167160 0.6171558 0.6165446 0.6118546 0.5947988
 [85,] 0.5752106 0.5764689 0.5772749 0.5778682 0.5784768 0.5791837 0.5720574
 [86,] 0.5752062 0.5764484 0.5771803 0.5774357 0.5765077 0.5712898 0.5506553
 [87,] 0.5868474 0.5885587 0.5897076 0.5906862 0.5923377 0.5967192 0.6049065
 [88,] 0.5752036 0.5764363 0.5771244 0.5771788 0.5753247 0.5661906 0.5314245
 [89,] 0.5868293 0.5884753 0.5893219 0.5889137 0.5841954 0.5618168 0.4761135
 [90,] 0.5868467 0.5885556 0.5896934 0.5906227 0.5920516 0.5958486 0.6073485
 [91,] 0.5664725 0.5678487 0.5686353 0.5688614 0.5675383 0.5606870 0.5280451
 [92,] 0.5752177 0.5765016 0.5774263 0.5785664 0.5816876 0.5932542 0.6281535
 [93,] 0.5868466 0.5885550 0.5896905 0.5906067 0.5919757 0.5951048 0.6006513
 [94,] 0.5752034 0.5764356 0.5771212 0.5771617 0.5752293 0.5652493 0.5219079
 [95,] 0.5664794 0.5678805 0.5687825 0.5695351 0.5706172 0.5733050 0.5700630
 [96,] 0.5752133 0.5764816 0.5773340 0.5781406 0.5797305 0.5847354 0.5948542
 [97,] 0.5752168 0.5764977 0.5774087 0.5784857 0.5813248 0.5919008 0.6251149
 [98,] 0.5752103 0.5764677 0.5772695 0.5778453 0.5783805 0.5791516 0.5760252
 [99,] 0.5752065 0.5764498 0.5771869 0.5774659 0.5766405 0.5717842 0.5518718
[100,] 0.6142934 0.6157421 0.6165930 0.6165880 0.6139196 0.6000846 0.5462698
[101,] 0.6143036 0.6157894 0.6168119 0.6175963 0.6185650 0.6204426 0.6246407
[102,] 0.5752143 0.5764862 0.5773552 0.5782413 0.5802170 0.5874647 0.6141374
[103,] 0.6142980 0.6157636 0.6166921 0.6170440 0.6160226 0.6092306 0.5801863
[104,] 0.6142956 0.6157523 0.6166399 0.6168036 0.6149140 0.6043650 0.5627573
[105,] 0.6142983 0.6157650 0.6166988 0.6170730 0.6161458 0.6093849 0.5788713
[106,] 0.5664899 0.5679291 0.5690070 0.5705678 0.5753580 0.5937089 0.6482093
[107,] 0.6142923 0.6157370 0.6165690 0.6164745 0.6133794 0.5970463 0.5266585
[108,] 0.5752029 0.5764332 0.5771101 0.5771103 0.5749873 0.5641207 0.5136716
[109,] 0.5868409 0.5885287 0.5895686 0.5900462 0.5893860 0.5837263 0.5528574
[110,] 0.5752073 0.5764535 0.5772042 0.5775462 0.5770138 0.5735438 0.5584019
[111,] 0.5868487 0.5885647 0.5897353 0.5908121 0.5929070 0.5988543 0.6109956
[112,] 0.5752024 0.5764308 0.5770989 0.5770599 0.5747744 0.5635770 0.5207538
[113,] 0.6143053 0.6157971 0.6168472 0.6177561 0.6192979 0.6231752 0.6307101
[114,] 0.6142967 0.6157577 0.6166650 0.6169194 0.6154450 0.6066783 0.5711156
[115,] 0.5752122 0.5764765 0.5773101 0.5780297 0.5792224 0.5823749 0.5855240
[116,] 0.6143043 0.6157929 0.6168278 0.6176703 0.6189134 0.6221333 0.6342226
[117,] 0.5868498 0.5885699 0.5897591 0.5909239 0.5934444 0.6017638 0.6278263
[118,] 0.5752171 0.5764989 0.5774138 0.5785103 0.5814416 0.5925855 0.6310012
[119,] 0.5752006 0.5764228 0.5770621 0.5768916 0.5739910 0.5602570 0.5030692
[120,] 0.5752099 0.5764659 0.5772611 0.5778076 0.5782182 0.5786718 0.5786653
[121,] 0.5664795 0.5678809 0.5687839 0.5695399 0.5706410 0.5731468 0.5681510
[122,] 0.5752118 0.5764744 0.5773006 0.5779886 0.5790441 0.5820900 0.5887771
[123,] 0.6143063 0.6158019 0.6168693 0.6178551 0.6197400 0.6245980 0.6327319
[124,] 0.5664730 0.5678509 0.5686457 0.5689115 0.5677919 0.5623893 0.5422723
[125,] 0.5868422 0.5885344 0.5895954 0.5901712 0.5899788 0.5868188 0.5736687
[126,] 0.5664756 0.5678630 0.5687019 0.5691687 0.5689675 0.5672112 0.5579315
[127,] 0.5752097 0.5764649 0.5772568 0.5777878 0.5781213 0.5782769 0.5753171
[128,] 0.5752185 0.5765055 0.5774446 0.5786522 0.5821032 0.5955434 0.6437759
[129,] 0.6143099 0.6158185 0.6169461 0.6182118 0.6213963 0.6324224 0.6680922
[130,] 0.5752007 0.5764230 0.5770629 0.5768934 0.5739866 0.5598141 0.4962276
[131,] 0.5752082 0.5764578 0.5772239 0.5776335 0.5773952 0.5745006 0.5536272
[132,] 0.5664747 0.5678588 0.5686821 0.5690727 0.5685043 0.5642690 0.5372202
[133,] 0.5752150 0.5764893 0.5773695 0.5783039 0.5804869 0.5880025 0.6087937
[134,] 0.5752115 0.5764730 0.5772939 0.5779550 0.5788771 0.5808095 0.5786738
[135,] 0.5664848 0.5679056 0.5688984 0.5700710 0.5730993 0.5845907 0.6203103
[136,] 0.5752147 0.5764877 0.5773621 0.5782694 0.5803167 0.5870793 0.6017477
[137,] 0.5752145 0.5764869 0.5773586 0.5782573 0.5802882 0.5878118 0.6160578
[138,] 0.5868454 0.5885497 0.5896658 0.5904948 0.5914784 0.5933862 0.5973376
[139,] 0.5752149 0.5764890 0.5773681 0.5782985 0.5804631 0.5880955 0.6098123
[140,] 0.5752125 0.5764779 0.5773169 0.5780621 0.5793733 0.5831979 0.5892608
[141,] 0.5752105 0.5764686 0.5772737 0.5778644 0.5784730 0.5795978 0.5786424
[142,] 0.5752122 0.5764763 0.5773095 0.5780257 0.5791994 0.5820824 0.5815719
[143,] 0.5752124 0.5764774 0.5773143 0.5780480 0.5793000 0.5824942 0.5824302
[144,] 0.5664778 0.5678731 0.5687480 0.5693738 0.5698754 0.5696959 0.5533771
[145,] 0.5664832 0.5678983 0.5688649 0.5699145 0.5723754 0.5811043 0.6040583
[146,] 0.6143008 0.6157766 0.6167524 0.6173186 0.6172707 0.6140309 0.5931853
[147,] 0.6143019 0.6157816 0.6167752 0.6174194 0.6177217 0.6152794 0.5902187
[148,] 0.5752108 0.5764701 0.5772805 0.5778928 0.5785862 0.5794620 0.5710928
[149,] 0.5868452 0.5885484 0.5896600 0.5904669 0.5913440 0.5925628 0.5916667
[150,] 0.5664813 0.5678891 0.5688224 0.5697181 0.5714698 0.5770484 0.5864455
[151,] 0.5868493 0.5885673 0.5897469 0.5908649 0.5931469 0.5997945 0.6135625
[152,] 0.5752063 0.5764488 0.5771824 0.5774444 0.5765523 0.5714047 0.5516989
[153,] 0.5752123 0.5764770 0.5773125 0.5780434 0.5793048 0.5833433 0.5966802
[154,] 0.5752175 0.5765010 0.5774236 0.5785530 0.5816268 0.5929291 0.6265640
[155,] 0.5664807 0.5678866 0.5688107 0.5696639 0.5712206 0.5759004 0.5823034
[156,] 0.5752134 0.5764819 0.5773353 0.5781463 0.5797635 0.5848060 0.5957896
[157,] 0.5868475 0.5885593 0.5897100 0.5906941 0.5923590 0.5962132 0.5980578
[158,] 0.6143020 0.6157820 0.6167770 0.6174289 0.6177699 0.6157131 0.5948365
[159,] 0.6143073 0.6158068 0.6168920 0.6179608 0.6202336 0.6269800 0.6455581
[160,] 0.5664766 0.5678677 0.5687233 0.5692645 0.5693991 0.5686053 0.5592382
[161,] 0.5664783 0.5678755 0.5687595 0.5694303 0.5701580 0.5716973 0.5707440
[162,] 0.5868490 0.5885659 0.5897407 0.5908377 0.5930457 0.5998309 0.6185826
[163,] 0.5752138 0.5764837 0.5773436 0.5781858 0.5799526 0.5859209 0.6036416
[164,] 0.5664795 0.5678808 0.5687839 0.5695429 0.5706826 0.5741077 0.5817225
[165,] 0.5664849 0.5679062 0.5689012 0.5700817 0.5731358 0.5842891 0.6143364
[166,] 0.5752174 0.5765005 0.5774215 0.5785434 0.5815861 0.5927763 0.6261973
[167,] 0.5664779 0.5678735 0.5687501 0.5693836 0.5699226 0.5699738 0.5554520
[168,] 0.5868492 0.5885670 0.5897456 0.5908585 0.5931177 0.5996097 0.6125146
[169,] 0.5664793 0.5678802 0.5687809 0.5695265 0.5705831 0.5730350 0.5694167
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              [,8]         [,9]         [,10]
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[336,]  0.46215136 -0.088308595 -0.7824834319
[337,]  0.53356171  0.426303865  0.2395249520
[338,]  0.58144176  0.506714336  0.9668076713
[339,]  0.53013585  0.341499187 -0.0733051910
[340,]  0.51448012  0.283848045  0.2045849041
[341,]  0.58936816  0.391521715  0.1112130124
[342,]  0.57488372  0.408559108  0.2648394756
[343,]  0.57544704  0.253952103 -0.2798796393
[344,]  0.48569445  0.233216289  0.1081005068
[345,]  0.48797273  0.171255453 -0.0759082460

$cvres[[1]]$lambda.min
[1] 0.001

$cvres[[1]]$lambda.1se
[1] 0.001

$cvres[[1]]$cvm.min
[1] 0.2869565

$cvres[[1]]$cvm.1se
[1] 0.2869565


$cvres[[2]]
$cvres[[2]]$qval
[1] 2

$cvres[[2]]$lambda
 [1] 1.000000e+03 2.154435e+02 4.641589e+01 1.000000e+01 2.154435e+00
 [6] 4.641589e-01 1.000000e-01 2.154435e-02 4.641589e-03 1.000000e-03

$cvres[[2]]$cvm
 [1] 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899
 [8] 0.4202899 0.3188406 0.2898551

$cvres[[2]]$cvsd
 [1] 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737
 [7] 0.02787737 0.02787737 0.02749807 0.02197935

$cvres[[2]]$cvup
 [1] 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672
 [8] 0.4481672 0.3463386 0.3118344

$cvres[[2]]$cvlo
 [1] 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125
 [8] 0.3924125 0.2913425 0.2678757

$cvres[[2]]$predmat
            [,1]      [,2]      [,3]      [,4]      [,5]      [,6]      [,7]
  [1,] 0.7308717 0.7324035 0.7333052 0.7337359 0.7332971 0.7295022 0.7101940
  [2,] 0.7423270 0.7436408 0.7444972 0.7452093 0.7462641 0.7484406 0.7445042
  [3,] 0.7308743 0.7324156 0.7333615 0.7339945 0.7344783 0.7345340 0.7256231
  [4,] 0.7308630 0.7323636 0.7331212 0.7328915 0.7294196 0.7130253 0.6488603
  [5,] 0.7308728 0.7324090 0.7333313 0.7338596 0.7338858 0.7328624 0.7280669
  [6,] 0.7239224 0.7254093 0.7263264 0.7270239 0.7278306 0.7301461 0.7339186
  [7,] 0.7642866 0.7657261 0.7665286 0.7664375 0.7634964 0.7491308 0.6928855
  [8,] 0.7239064 0.7253354 0.7259846 0.7254506 0.7205798 0.6984091 0.6016625
  [9,] 0.7642894 0.7657394 0.7665899 0.7667191 0.7647960 0.7547737 0.7151193
 [10,] 0.7308651 0.7323732 0.7331656 0.7330936 0.7303350 0.7165853 0.6540322
 [11,] 0.7308798 0.7324413 0.7334802 0.7345445 0.7370259 0.7463096 0.7796912
 [12,] 0.7642999 0.7657876 0.7668129 0.7677435 0.7695006 0.7748868 0.7909248
 [13,] 0.7423227 0.7436212 0.7444064 0.7447913 0.7443414 0.7400197 0.7109770
 [14,] 0.7423162 0.7435908 0.7442662 0.7441522 0.7414286 0.7285736 0.6784398
 [15,] 0.7308643 0.7323696 0.7331489 0.7330176 0.7299937 0.7152266 0.6533565
 [16,] 0.7308708 0.7323997 0.7332883 0.7336624 0.7329800 0.7290001 0.7132877
 [17,] 0.7308598 0.7323490 0.7330535 0.7325791 0.7279696 0.7064962 0.6152849
 [18,] 0.7642842 0.7657155 0.7664793 0.7662108 0.7624535 0.7446537 0.6785848
 [19,] 0.7308696 0.7323937 0.7332603 0.7335304 0.7323600 0.7256748 0.6979411
 [20,] 0.7308723 0.7324067 0.7333203 0.7338056 0.7336164 0.7309148 0.7128530
 [21,] 0.7308635 0.7323660 0.7331319 0.7329368 0.7295987 0.7129399 0.6346855
 [22,] 0.7239259 0.7254257 0.7264020 0.7273670 0.7293762 0.7358858 0.7463905
 [23,] 0.7423186 0.7436018 0.7443174 0.7443886 0.7425387 0.7337574 0.7019428
 [24,] 0.7239140 0.7253706 0.7261477 0.7262038 0.7240694 0.7142363 0.6736989
 [25,] 0.7643051 0.7658117 0.7669238 0.7682514 0.7718216 0.7844402 0.8241721
 [26,] 0.7308604 0.7323514 0.7330647 0.7326309 0.7282166 0.7076660 0.6256847
 [27,] 0.7642907 0.7657452 0.7666165 0.7668387 0.7653315 0.7565316 0.7153880
 [28,] 0.7308677 0.7323850 0.7332201 0.7333470 0.7315143 0.7222181 0.6847770
 [29,] 0.7642916 0.7657495 0.7666363 0.7669276 0.7657328 0.7579368 0.7214120
 [30,] 0.7423260 0.7436362 0.7444759 0.7451124 0.7458256 0.7467276 0.7383573
 [31,] 0.7642856 0.7657218 0.7665084 0.7663416 0.7630356 0.7465503 0.6783148
 [32,] 0.7239226 0.7254103 0.7263309 0.7270454 0.7279230 0.7306383 0.7346230
 [33,] 0.7642827 0.7657082 0.7664455 0.7660524 0.7617057 0.7408017 0.6568283
 [34,] 0.7642919 0.7657510 0.7666435 0.7669634 0.7659075 0.7591546 0.7316140
 [35,] 0.7308659 0.7323770 0.7331829 0.7331747 0.7307130 0.7185148 0.6639858
 [36,] 0.7423288 0.7436493 0.7445363 0.7453894 0.7470960 0.7521047 0.7599116
 [37,] 0.7423289 0.7436497 0.7445382 0.7453987 0.7471379 0.7523492 0.7604969
 [38,] 0.7308779 0.7324322 0.7334378 0.7343429 0.7360698 0.7409102 0.7457783
 [39,] 0.7239142 0.7253715 0.7261516 0.7262213 0.7241469 0.7145474 0.6749571
 [40,] 0.7642903 0.7657433 0.7666078 0.7668045 0.7651971 0.7570036 0.7297725
 [41,] 0.7308757 0.7324222 0.7333920 0.7341352 0.7351312 0.7374270 0.7379014
 [42,] 0.7308786 0.7324353 0.7334527 0.7344161 0.7364295 0.7433972 0.7661366
 [43,] 0.7239054 0.7253307 0.7259629 0.7253504 0.7201215 0.6964792 0.5954419
 [44,] 0.7239053 0.7253304 0.7259619 0.7253476 0.7201134 0.6967290 0.5983595
 [45,] 0.7642906 0.7657447 0.7666145 0.7668305 0.7652905 0.7564558 0.7167557
 [46,] 0.7308720 0.7324049 0.7333121 0.7337706 0.7334619 0.7306855 0.7175092
 [47,] 0.7642924 0.7657530 0.7666528 0.7670099 0.7661420 0.7608710 0.7419708
 [48,] 0.7423277 0.7436439 0.7445119 0.7452830 0.7466548 0.7515602 0.7723384
 [49,] 0.7642801 0.7656963 0.7663906 0.7658018 0.7605630 0.7361957 0.6422444
 [50,] 0.7308791 0.7324380 0.7334647 0.7344676 0.7366464 0.7436271 0.7581194
 [51,] 0.7308638 0.7323673 0.7331383 0.7329722 0.7298010 0.7151808 0.6576411
 [52,] 0.7423238 0.7436259 0.7444285 0.7448979 0.7448535 0.7431772 0.7314404
 [53,] 0.7308766 0.7324261 0.7334098 0.7342154 0.7354925 0.7386439 0.7402084
 [54,] 0.7239299 0.7254441 0.7264874 0.7277665 0.7312534 0.7453483 0.7974887
 [55,] 0.7308760 0.7324235 0.7333980 0.7341637 0.7352644 0.7381994 0.7428948
 [56,] 0.7423282 0.7436466 0.7445242 0.7453386 0.7468873 0.7521677 0.7688290
 [57,] 0.7642940 0.7657606 0.7666878 0.7671685 0.7668562 0.7635463 0.7497906
 [58,] 0.7308799 0.7324413 0.7334803 0.7345433 0.7370057 0.7457698 0.7724352
 [59,] 0.7239195 0.7253962 0.7262659 0.7267475 0.7265750 0.7251646 0.7189645
 [60,] 0.7239164 0.7253818 0.7261994 0.7264423 0.7251647 0.7190927 0.6921805
 [61,] 0.7308798 0.7324410 0.7334786 0.7345337 0.7369562 0.7452508 0.7680010
 [62,] 0.7308608 0.7323533 0.7330739 0.7326750 0.7284221 0.7089388 0.6294155
 [63,] 0.7423246 0.7436296 0.7444457 0.7449776 0.7452307 0.7450010 0.7416166
 [64,] 0.7308766 0.7324264 0.7334115 0.7342270 0.7355645 0.7397721 0.7516051
 [65,] 0.7308660 0.7323773 0.7331845 0.7331814 0.7307416 0.7184858 0.6666558
 [66,] 0.7308588 0.7323439 0.7330301 0.7324728 0.7274953 0.7047523 0.6176555
 [67,] 0.7423224 0.7436196 0.7443999 0.7447709 0.7443058 0.7419054 0.7393300
 [68,] 0.7642983 0.7657803 0.7667790 0.7675882 0.7687923 0.7719575 0.7804277
 [69,] 0.7423285 0.7436478 0.7445296 0.7453600 0.7469742 0.7519506 0.7634408
 [70,] 0.7308694 0.7323929 0.7332568 0.7335176 0.7323121 0.7260566 0.7038252
 [71,] 0.7642974 0.7657765 0.7667615 0.7675111 0.7684494 0.7710979 0.7853025
 [72,] 0.7308666 0.7323804 0.7331985 0.7332455 0.7310333 0.7196788 0.6669720
 [73,] 0.7308686 0.7323892 0.7332396 0.7334345 0.7319080 0.7235729 0.6834246
 [74,] 0.7308592 0.7323458 0.7330386 0.7325096 0.7276546 0.7050302 0.6138338
 [75,] 0.7308808 0.7324456 0.7335000 0.7346337 0.7374182 0.7474947 0.7786075
 [76,] 0.7423155 0.7435876 0.7442515 0.7440864 0.7411401 0.7277363 0.6799923
 [77,] 0.7239239 0.7254163 0.7263584 0.7271668 0.7284621 0.7320142 0.7323679
 [78,] 0.7423163 0.7435916 0.7442702 0.7441710 0.7415364 0.7293353 0.6852625
 [79,] 0.7423285 0.7436478 0.7445301 0.7453696 0.7470702 0.7539337 0.7864849
 [80,] 0.7308663 0.7323788 0.7331914 0.7332156 0.7309262 0.7198942 0.6796746
 [81,] 0.7239185 0.7253912 0.7262426 0.7266381 0.7260627 0.7225497 0.7061566
 [82,] 0.7423246 0.7436296 0.7444455 0.7449734 0.7451931 0.7441882 0.7312578
 [83,] 0.7423214 0.7436152 0.7443787 0.7446655 0.7437783 0.7380322 0.7101359
 [84,] 0.7642928 0.7657550 0.7666620 0.7670519 0.7663372 0.7617221 0.7461964
 [85,] 0.7308747 0.7324177 0.7333711 0.7340378 0.7346771 0.7352734 0.7272922
 [86,] 0.7308703 0.7323972 0.7332764 0.7336062 0.7327201 0.7276165 0.7081347
 [87,] 0.7423279 0.7436449 0.7445163 0.7452993 0.7466951 0.7507891 0.7574548
 [88,] 0.7308677 0.7323851 0.7332205 0.7333495 0.7315405 0.7225934 0.6894988
 [89,] 0.7423098 0.7435615 0.7441309 0.7435301 0.7385845 0.7164728 0.6342247
 [90,] 0.7423272 0.7436418 0.7445020 0.7452362 0.7464133 0.7500201 0.7610615
 [91,] 0.7239163 0.7253810 0.7261958 0.7264237 0.7250692 0.7183116 0.6860599
 [92,] 0.7308818 0.7324505 0.7335226 0.7347358 0.7378795 0.7491715 0.7814832
 [93,] 0.7423271 0.7436412 0.7444991 0.7452198 0.7463343 0.7492096 0.7538877
 [94,] 0.7308675 0.7323844 0.7332172 0.7333319 0.7314400 0.7215564 0.6791443
 [95,] 0.7239232 0.7254129 0.7263429 0.7270962 0.7281322 0.7306153 0.7257047
 [96,] 0.7308775 0.7324305 0.7334302 0.7343102 0.7359280 0.7407698 0.7497052
 [97,] 0.7308810 0.7324466 0.7335049 0.7346553 0.7375204 0.7478877 0.7792392
 [98,] 0.7308745 0.7324165 0.7333657 0.7340152 0.7345848 0.7353199 0.7319106
 [99,] 0.7308706 0.7323986 0.7332830 0.7336363 0.7328512 0.7280865 0.7090900
[100,] 0.7642870 0.7657284 0.7665390 0.7664845 0.7637165 0.7500514 0.6991194
[101,] 0.7642973 0.7657757 0.7667579 0.7674919 0.7683485 0.7701345 0.7740317
[102,] 0.7308785 0.7324351 0.7334515 0.7344113 0.7364197 0.7435892 0.7695587
[103,] 0.7642917 0.7657498 0.7666381 0.7669400 0.7658131 0.7590559 0.7311613
[104,] 0.7642892 0.7657386 0.7665859 0.7666998 0.7647074 0.7542632 0.7149144
[105,] 0.7642920 0.7657513 0.7666448 0.7669686 0.7659316 0.7591425 0.7297310
[106,] 0.7239337 0.7254615 0.7265675 0.7281280 0.7328573 0.7507158 0.8012066
[107,] 0.7642859 0.7657232 0.7665150 0.7663706 0.7631705 0.7469089 0.6786138
[108,] 0.7308670 0.7323820 0.7332061 0.7332805 0.7311978 0.7204318 0.6707983
[109,] 0.7423214 0.7436149 0.7443774 0.7446603 0.7437512 0.7379460 0.7068901
[110,] 0.7308714 0.7324024 0.7333003 0.7337166 0.7332251 0.7298562 0.7156125
[111,] 0.7423292 0.7436509 0.7445439 0.7454246 0.7472589 0.7528427 0.7630438
[112,] 0.7308665 0.7323796 0.7331949 0.7332304 0.7309897 0.7199764 0.6791094
[113,] 0.7642989 0.7657834 0.7667932 0.7676510 0.7690750 0.7727345 0.7788698
[114,] 0.7642904 0.7657440 0.7666110 0.7668155 0.7652365 0.7565405 0.7227955
[115,] 0.7308764 0.7324253 0.7334062 0.7341993 0.7354202 0.7384132 0.7402727
[116,] 0.7642980 0.7657792 0.7667738 0.7675659 0.7686981 0.7718463 0.7839284
[117,] 0.7423303 0.7436560 0.7445677 0.7455367 0.7478011 0.7558175 0.7802600
[118,] 0.7308812 0.7324477 0.7335100 0.7346801 0.7376382 0.7485957 0.7852312
[119,] 0.7308647 0.7323716 0.7331581 0.7330624 0.7302086 0.7167144 0.6611124
[120,] 0.7308741 0.7324147 0.7333573 0.7339778 0.7344254 0.7348879 0.7350090
[121,] 0.7239232 0.7254133 0.7263444 0.7271008 0.7281542 0.7304170 0.7237456
[122,] 0.7308759 0.7324232 0.7333968 0.7341585 0.7352473 0.7382310 0.7444355
[123,] 0.7643000 0.7657882 0.7668153 0.7677494 0.7695101 0.7740461 0.7802526
[124,] 0.7239167 0.7253833 0.7262062 0.7264741 0.7253284 0.7201175 0.7010886
[125,] 0.7423226 0.7436206 0.7444041 0.7447854 0.7443475 0.7411210 0.7289387
[126,] 0.7239194 0.7253954 0.7262624 0.7267309 0.7264980 0.7248183 0.7158272
[127,] 0.7308739 0.7324137 0.7333529 0.7339580 0.7343287 0.7345080 0.7318496
[128,] 0.7308827 0.7324544 0.7335409 0.7348219 0.7382994 0.7515366 0.7979481
[129,] 0.7643036 0.7658048 0.7668921 0.7681064 0.7711676 0.7818769 0.8151174
[130,] 0.7308648 0.7323718 0.7331589 0.7330638 0.7302000 0.7161897 0.6537673
[131,] 0.7308723 0.7324066 0.7333200 0.7338033 0.7335984 0.7306565 0.7095803
[132,] 0.7239185 0.7253912 0.7262425 0.7266343 0.7260275 0.7217297 0.6943532
[133,] 0.7308792 0.7324382 0.7334657 0.7344733 0.7366825 0.7439934 0.7630555
[134,] 0.7308756 0.7324218 0.7333901 0.7341246 0.7350753 0.7368549 0.7334904
[135,] 0.7239286 0.7254380 0.7264589 0.7276320 0.7306124 0.7418539 0.7753892
[136,] 0.7308788 0.7324366 0.7334583 0.7344388 0.7365106 0.7430424 0.7558437
[137,] 0.7308787 0.7324358 0.7334548 0.7344273 0.7364908 0.7439366 0.7714800
[138,] 0.7423259 0.7436358 0.7444744 0.7451084 0.7458437 0.7475884 0.7511501
[139,] 0.7308791 0.7324379 0.7334643 0.7344681 0.7366605 0.7441223 0.7643805
[140,] 0.7308767 0.7324268 0.7334131 0.7342317 0.7355724 0.7392596 0.7443629
[141,] 0.7308747 0.7324174 0.7333698 0.7340344 0.7346777 0.7357701 0.7346080
[142,] 0.7308763 0.7324252 0.7334056 0.7341950 0.7353956 0.7380870 0.7363322
[143,] 0.7308766 0.7324262 0.7334105 0.7342172 0.7354955 0.7384840 0.7368945
[144,] 0.7239216 0.7254055 0.7263085 0.7269346 0.7273896 0.7269816 0.7091076
[145,] 0.7239270 0.7254308 0.7264253 0.7274753 0.7298878 0.7383532 0.7594446
[146,] 0.7642945 0.7657629 0.7666984 0.7672137 0.7670503 0.7636641 0.7425989
[147,] 0.7642956 0.7657679 0.7667212 0.7673138 0.7674926 0.7647417 0.7379770
[148,] 0.7308750 0.7324189 0.7333766 0.7340623 0.7347844 0.7355087 0.7259914
[149,] 0.7423256 0.7436346 0.7444686 0.7450804 0.7457074 0.7467301 0.7452255
[150,] 0.7239250 0.7254216 0.7263828 0.7272789 0.7289835 0.7343190 0.7418572
[151,] 0.7423297 0.7436534 0.7445555 0.7454773 0.7474970 0.7537495 0.7653233
[152,] 0.7308704 0.7323976 0.7332784 0.7336147 0.7327644 0.7277206 0.7092845
[153,] 0.7308765 0.7324258 0.7334086 0.7342134 0.7355088 0.7394899 0.7524514
[154,] 0.7308817 0.7324499 0.7335198 0.7347224 0.7378186 0.7488473 0.7802239
[155,] 0.7239245 0.7254190 0.7263711 0.7272248 0.7287346 0.7331852 0.7381596
[156,] 0.7308776 0.7324308 0.7334315 0.7343158 0.7359609 0.7408277 0.7503652
[157,] 0.7423280 0.7436454 0.7445186 0.7453066 0.7467103 0.7501862 0.7500530
[158,] 0.7642957 0.7657683 0.7667230 0.7673235 0.7675430 0.7652211 0.7431382
[159,] 0.7643010 0.7657931 0.7668380 0.7678553 0.7700048 0.7764527 0.7934985
[160,] 0.7239204 0.7254001 0.7262837 0.7268262 0.7269241 0.7261001 0.7163577
[161,] 0.7239221 0.7254079 0.7263200 0.7269916 0.7276791 0.7291217 0.7277737
[162,] 0.7423294 0.7436520 0.7445493 0.7454504 0.7474021 0.7538745 0.7710063
[163,] 0.7308780 0.7324326 0.7334398 0.7343555 0.7361523 0.7419846 0.7586661
[164,] 0.7239232 0.7254132 0.7263444 0.7271043 0.7282036 0.7315203 0.7385340
[165,] 0.7239287 0.7254386 0.7264617 0.7276424 0.7306443 0.7414665 0.7687965
[166,] 0.7308816 0.7324494 0.7335178 0.7347127 0.7377785 0.7486982 0.7798585
[167,] 0.7239217 0.7254059 0.7263105 0.7269445 0.7274374 0.7272778 0.7114370
[168,] 0.7423297 0.7436531 0.7445542 0.7454709 0.7474675 0.7535580 0.7642779
[169,] 0.7239231 0.7254126 0.7263413 0.7270874 0.7280979 0.7303376 0.7253466
[170,] 0.7308753 0.7324204 0.7333833 0.7340943 0.7349508 0.7365631 0.7356072
[171,] 0.7308762 0.7324244 0.7334022 0.7341834 0.7353598 0.7387041 0.7458824
[172,] 0.7308749 0.7324184 0.7333741 0.7340499 0.7347287 0.7351134 0.7241482
[173,] 0.7239266 0.7254287 0.7264158 0.7274292 0.7296626 0.7369139 0.7488156
[174,] 0.7308709 0.7323998 0.7332882 0.7336566 0.7329355 0.7278273 0.7020474
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               [,8]         [,9]        [,10]
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[336,]  0.609750811  0.043084152 -0.950001221
[337,]  0.689758626  0.572126137  0.293974397
[338,]  0.734786453  0.653374334  1.035237062
[339,]  0.683210154  0.473875500 -0.007966538
[340,]  0.667114187  0.406421965  0.188598122
[341,]  0.731375572  0.527926323  0.199602647
[342,]  0.721311445  0.534470326  0.275544850
[343,]  0.715695665  0.383346566 -0.341858165
[344,]  0.640565989  0.359652824  0.096795268
[345,]  0.641046250  0.298427396 -0.090425533

$cvres[[2]]$lambda.min
[1] 0.001

$cvres[[2]]$lambda.1se
[1] 0.001

$cvres[[2]]$cvm.min
[1] 0.2898551

$cvres[[2]]$cvm.1se
[1] 0.2898551


$cvres[[3]]
$cvres[[3]]$qval
[1] 10

$cvres[[3]]$lambda
 [1] 1.000000e+03 2.154435e+02 4.641589e+01 1.000000e+01 2.154435e+00
 [6] 4.641589e-01 1.000000e-01 2.154435e-02 4.641589e-03 1.000000e-03

$cvres[[3]]$cvm
 [1] 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899 0.4202899
 [8] 0.4202899 0.3246377 0.3130435

$cvres[[3]]$cvsd
 [1] 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737 0.02787737
 [7] 0.02787737 0.02787737 0.02847374 0.01751166

$cvres[[3]]$cvup
 [1] 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672 0.4481672
 [8] 0.4481672 0.3531114 0.3305551

$cvres[[3]]$cvlo
 [1] 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125 0.3924125
 [8] 0.3924125 0.2961639 0.2955318

$cvres[[3]]$predmat
            [,1]      [,2]      [,3]      [,4]      [,5]      [,6]      [,7]
  [1,] 0.9298183 0.9313976 0.9322681 0.9326493 0.9321365 0.9288714 0.9119223
  [2,] 0.9346337 0.9357525 0.9364457 0.9370222 0.9378080 0.9384423 0.9263482
  [3,] 0.9298209 0.9314099 0.9323245 0.9329044 0.9332705 0.9329370 0.9207162
  [4,] 0.9298095 0.9313573 0.9320837 0.9318191 0.9284181 0.9152365 0.8619145
  [5,] 0.9298195 0.9314033 0.9322946 0.9327793 0.9327958 0.9331058 0.9310898
  [6,] 0.9285870 0.9296515 0.9302850 0.9307948 0.9314152 0.9329233 0.9368058
  [7,] 0.9421263 0.9432175 0.9437455 0.9434647 0.9404244 0.9289850 0.8846457
  [8,] 0.9285708 0.9295772 0.9299432 0.9292411 0.9243646 0.9036863 0.8204288
  [9,] 0.9421292 0.9432308 0.9438068 0.9437420 0.9416834 0.9338938 0.9026539
 [10,] 0.9298116 0.9313671 0.9321280 0.9320143 0.9292611 0.9173816 0.8627005
 [11,] 0.9298266 0.9314359 0.9324439 0.9334564 0.9358143 0.9444469 0.9695610
 [12,] 0.9421398 0.9432793 0.9440297 0.9447492 0.9461982 0.9508530 0.9606246
 [13,] 0.9346294 0.9357328 0.9363549 0.9366087 0.9359402 0.9309678 0.8982111
 [14,] 0.9346227 0.9357022 0.9362152 0.9359909 0.9332514 0.9231390 0.8816928
 [15,] 0.9298108 0.9313634 0.9321113 0.9319409 0.9289442 0.9165044 0.8617580
 [16,] 0.9298174 0.9313939 0.9322515 0.9325855 0.9319257 0.9298838 0.9188408
 [17,] 0.9298062 0.9313425 0.9320156 0.9315081 0.9269876 0.9090559 0.8312448
 [18,] 0.9421240 0.9432067 0.9436962 0.9432413 0.9394197 0.9254672 0.8782603
 [19,] 0.9298161 0.9313878 0.9322231 0.9324485 0.9312557 0.9260164 0.9017724
 [20,] 0.9298190 0.9314009 0.9322832 0.9327185 0.9324502 0.9300473 0.9112785
 [21,] 0.9298099 0.9313597 0.9320940 0.9318556 0.9284980 0.9134399 0.8423837
 [22,] 0.9285906 0.9296680 0.9303600 0.9311240 0.9328042 0.9366778 0.9364334
 [23,] 0.9346251 0.9357134 0.9362665 0.9362262 0.9343722 0.9280256 0.9042308
 [24,] 0.9285785 0.9296127 0.9301065 0.9299901 0.9278186 0.9190914 0.8886496
 [25,] 0.9421451 0.9433035 0.9441405 0.9452451 0.9483826 0.9584271 0.9832135
 [26,] 0.9298067 0.9313450 0.9320269 0.9315604 0.9272383 0.9102516 0.8390133
 [27,] 0.9421305 0.9432366 0.9438331 0.9438542 0.9421378 0.9343248 0.8955706
 [28,] 0.9298142 0.9313790 0.9321829 0.9322707 0.9304572 0.9232809 0.8899123
 [29,] 0.9421314 0.9432409 0.9438527 0.9439375 0.9424866 0.9353417 0.9037484
 [30,] 0.9346327 0.9357479 0.9364245 0.9369285 0.9374069 0.9370100 0.9217730
 [31,] 0.9421254 0.9432131 0.9437250 0.9433643 0.9399106 0.9259381 0.8703930
 [32,] 0.9285872 0.9296525 0.9302895 0.9308180 0.9315112 0.9333339 0.9340653
 [33,] 0.9421224 0.9431994 0.9436621 0.9430794 0.9386269 0.9210937 0.8539171
 [34,] 0.9421318 0.9432425 0.9438602 0.9439776 0.9427063 0.9373216 0.9185222
 [35,] 0.9298124 0.9313708 0.9321455 0.9320982 0.9296575 0.9196683 0.8735726
 [36,] 0.9346355 0.9357611 0.9364849 0.9372002 0.9386194 0.9417637 0.9395234
 [37,] 0.9346356 0.9357615 0.9364868 0.9372106 0.9386664 0.9419832 0.9398393
 [38,] 0.9298246 0.9314266 0.9324007 0.9332433 0.9347536 0.9374284 0.9290785
 [39,] 0.9285787 0.9296135 0.9301104 0.9300068 0.9278890 0.9194670 0.8872032
 [40,] 0.9421301 0.9432347 0.9438250 0.9438318 0.9421237 0.9368279 0.9210137
 [41,] 0.9298224 0.9314166 0.9323551 0.9330436 0.9339110 0.9355616 0.9321185
 [42,] 0.9298253 0.9314299 0.9324162 0.9333256 0.9352019 0.9414377 0.9572133
 [43,] 0.9285698 0.9295725 0.9299214 0.9291425 0.9239259 0.9021991 0.8146875
 [44,] 0.9285697 0.9295722 0.9299206 0.9291430 0.9239484 0.9027676 0.8190613
 [45,] 0.9421304 0.9432362 0.9438312 0.9438477 0.9421066 0.9345653 0.8993067
 [46,] 0.9298186 0.9313991 0.9322753 0.9326897 0.9323450 0.9306240 0.9169006
 [47,] 0.9421322 0.9432445 0.9438699 0.9440314 0.9430143 0.9396701 0.9266883
 [48,] 0.9346343 0.9357557 0.9364610 0.9371080 0.9383490 0.9435604 0.9629166
 [49,] 0.9421198 0.9431874 0.9436074 0.9428356 0.9375621 0.9176492 0.8458205
 [50,] 0.9298259 0.9314325 0.9324278 0.9333687 0.9353362 0.9402100 0.9433695
 [51,] 0.9298102 0.9313610 0.9321010 0.9319035 0.9288425 0.9179177 0.8728564
 [52,] 0.9346304 0.9357376 0.9363775 0.9367240 0.9365382 0.9351626 0.9210336
 [53,] 0.9298233 0.9314205 0.9323728 0.9331197 0.9342217 0.9359909 0.9290415
 [54,] 0.9285946 0.9296865 0.9304462 0.9315309 0.9347654 0.9471268 0.9914247
 [55,] 0.9298227 0.9314179 0.9323612 0.9330738 0.9340599 0.9365524 0.9382229
 [56,] 0.9346349 0.9357584 0.9364733 0.9371604 0.9385247 0.9433319 0.9538293
 [57,] 0.9421339 0.9432521 0.9439046 0.9441834 0.9436544 0.9414567 0.9332285
 [58,] 0.9298267 0.9314359 0.9324439 0.9334509 0.9357445 0.9431291 0.9591075
 [59,] 0.9285841 0.9296384 0.9302247 0.9305262 0.9302508 0.9291687 0.9265770
 [60,] 0.9285810 0.9296239 0.9301583 0.9302266 0.9288885 0.9234922 0.9018996
 [61,] 0.9298266 0.9314356 0.9324420 0.9334378 0.9356643 0.9422053 0.9543123
 [62,] 0.9298072 0.9313469 0.9320363 0.9316082 0.9274769 0.9121649 0.8471764
 [63,] 0.9346312 0.9357413 0.9363948 0.9368042 0.9369259 0.9371870 0.9324972
 [64,] 0.9298233 0.9314209 0.9323749 0.9331389 0.9343807 0.9383928 0.9485255
 [65,] 0.9298125 0.9313712 0.9321470 0.9321032 0.9296670 0.9193852 0.8727292
 [66,] 0.9298051 0.9313374 0.9319923 0.9314059 0.9265626 0.9081774 0.8353013
 [67,] 0.9346290 0.9357313 0.9363493 0.9366092 0.9361328 0.9361032 0.9385867
 [68,] 0.9421382 0.9432720 0.9439959 0.9445972 0.9455308 0.9484573 0.9531745
 [69,] 0.9346352 0.9357596 0.9364783 0.9371747 0.9385441 0.9422878 0.9462238
 [70,] 0.9298159 0.9313870 0.9322199 0.9324428 0.9312723 0.9272830 0.9096360
 [71,] 0.9421374 0.9432681 0.9439787 0.9445285 0.9452671 0.9491244 0.9666394
 [72,] 0.9298131 0.9313742 0.9321610 0.9321655 0.9299434 0.9202179 0.8738073
 [73,] 0.9298151 0.9313832 0.9322022 0.9323526 0.9308021 0.9237046 0.8870544
 [74,] 0.9298055 0.9313393 0.9320006 0.9314381 0.9266728 0.9075876 0.8294600
 [75,] 0.9298276 0.9314402 0.9324637 0.9335397 0.9361360 0.9445153 0.9629309
 [76,] 0.9346220 0.9356990 0.9362006 0.9359302 0.9330191 0.9232197 0.8867023
 [77,] 0.9285885 0.9296585 0.9303165 0.9309267 0.9319307 0.9333947 0.9260888
 [78,] 0.9346229 0.9357031 0.9362192 0.9360109 0.9333940 0.9242841 0.8909803
 [79,] 0.9346352 0.9357597 0.9364796 0.9371990 0.9388154 0.9464429 0.9785692
 [80,] 0.9298128 0.9313727 0.9321542 0.9321419 0.9299167 0.9217488 0.8910667
 [81,] 0.9285830 0.9296333 0.9302012 0.9304136 0.9297122 0.9264435 0.9136199
 [82,] 0.9346312 0.9357413 0.9363942 0.9367933 0.9368178 0.9352456 0.9191802
 [83,] 0.9346280 0.9357267 0.9363273 0.9364884 0.9354457 0.9302358 0.9043843
 [84,] 0.9421326 0.9432465 0.9438790 0.9440727 0.9432040 0.9405191 0.9328591
 [85,] 0.9298214 0.9314120 0.9323340 0.9329458 0.9334507 0.9333778 0.9210719
 [86,] 0.9298169 0.9313913 0.9322394 0.9325275 0.9316474 0.9282136 0.9135448
 [87,] 0.9346346 0.9357567 0.9364650 0.9371156 0.9382807 0.9410450 0.9406362
 [88,] 0.9298142 0.9313790 0.9321834 0.9322748 0.9305145 0.9240482 0.8980604
 [89,] 0.9346163 0.9356728 0.9360798 0.9353782 0.9305308 0.9129893 0.8482968
 [90,] 0.9346339 0.9357536 0.9364510 0.9370582 0.9380551 0.9414929 0.9495109
 [91,] 0.9285808 0.9296231 0.9301544 0.9302045 0.9287562 0.9223144 0.8929588
 [92,] 0.9298287 0.9314452 0.9324861 0.9336374 0.9365476 0.9453634 0.9620177
 [93,] 0.9346338 0.9357530 0.9364478 0.9370362 0.9379308 0.9399881 0.9404651
 [94,] 0.9298141 0.9313784 0.9321799 0.9322517 0.9303501 0.9220405 0.8822632
 [95,] 0.9285878 0.9296551 0.9303011 0.9308581 0.9316130 0.9319940 0.9175861
 [96,] 0.9298242 0.9314249 0.9323933 0.9332158 0.9346681 0.9382548 0.9415959
 [97,] 0.9298278 0.9314413 0.9324684 0.9335596 0.9362329 0.9448166 0.9645943
 [98,] 0.9298211 0.9314108 0.9323288 0.9329280 0.9334097 0.9342501 0.9288102
 [99,] 0.9298172 0.9313927 0.9322460 0.9325567 0.9317612 0.9284706 0.9123902
[100,] 0.9421268 0.9432197 0.9437558 0.9435096 0.9406346 0.9300315 0.8958072
[101,] 0.9421372 0.9432674 0.9439748 0.9445039 0.9451120 0.9470888 0.9486994
[102,] 0.9298253 0.9314296 0.9324150 0.9333226 0.9352205 0.9419625 0.9616852
[103,] 0.9421315 0.9432413 0.9438549 0.9439578 0.9426540 0.9374043 0.9160808
[104,] 0.9421291 0.9432299 0.9438027 0.9437205 0.9415839 0.9335058 0.9073731
[105,] 0.9421318 0.9432428 0.9438614 0.9439812 0.9427184 0.9370135 0.9152174
[106,] 0.9285984 0.9297040 0.9305255 0.9318734 0.9361394 0.9495341 0.9765906
[107,] 0.9421257 0.9432145 0.9437315 0.9433896 0.9400189 0.9259362 0.8711968
[108,] 0.9298135 0.9313759 0.9321687 0.9322004 0.9301077 0.9210283 0.8771148
[109,] 0.9346280 0.9357264 0.9363261 0.9364849 0.9354233 0.9299155 0.8973059
[110,] 0.9298180 0.9313965 0.9322635 0.9326369 0.9321412 0.9303440 0.9214078
[111,] 0.9346359 0.9357627 0.9364925 0.9372354 0.9387804 0.9424575 0.9421691
[112,] 0.9298130 0.9313735 0.9321576 0.9321539 0.9299566 0.9214634 0.8895867
[113,] 0.9421389 0.9432751 0.9440098 0.9446538 0.9457565 0.9482793 0.9470734
[114,] 0.9421302 0.9432354 0.9438279 0.9438351 0.9420924 0.9354139 0.9123209
[115,] 0.9298231 0.9314197 0.9323692 0.9331046 0.9341606 0.9359518 0.9300448
[116,] 0.9421379 0.9432708 0.9439909 0.9445784 0.9454735 0.9490064 0.9598832
[117,] 0.9346370 0.9357679 0.9365166 0.9373513 0.9393793 0.9458275 0.9621792
[118,] 0.9298281 0.9314424 0.9324737 0.9335867 0.9363660 0.9457748 0.9703001
[119,] 0.9298112 0.9313654 0.9321208 0.9319906 0.9292112 0.9189149 0.8731835
[120,] 0.9298208 0.9314090 0.9323205 0.9328935 0.9332847 0.9342446 0.9337127
[121,] 0.9285879 0.9296555 0.9303023 0.9308585 0.9316058 0.9315900 0.9163280
[122,] 0.9298226 0.9314176 0.9323601 0.9330695 0.9340563 0.9368223 0.9402724
[123,] 0.9421399 0.9432799 0.9440316 0.9447449 0.9461100 0.9486866 0.9453501
[124,] 0.9285813 0.9296254 0.9301651 0.9302596 0.9290834 0.9251126 0.9127494
[125,] 0.9346292 0.9357323 0.9363530 0.9366129 0.9360653 0.9340309 0.9277945
[126,] 0.9285840 0.9296376 0.9302211 0.9305096 0.9301752 0.9287542 0.9227476
[127,] 0.9298205 0.9314080 0.9323162 0.9328746 0.9331940 0.9341160 0.9336590
[128,] 0.9298296 0.9314492 0.9325047 0.9337267 0.9370171 0.9484960 0.9831663
[129,] 0.9421436 0.9432966 0.9441088 0.9451042 0.9477848 0.9563786 0.9754095
[130,] 0.9298112 0.9313656 0.9321213 0.9319875 0.9291494 0.9175387 0.8636317
[131,] 0.9298190 0.9314008 0.9322828 0.9327147 0.9324123 0.9295204 0.9093369
[132,] 0.9285830 0.9296333 0.9302007 0.9304033 0.9296079 0.9244642 0.8965009
[133,] 0.9298260 0.9314327 0.9324290 0.9333767 0.9353938 0.9410059 0.9495037
[134,] 0.9298223 0.9314162 0.9323530 0.9330300 0.9338200 0.9344706 0.9236543
[135,] 0.9285933 0.9296804 0.9304173 0.9313912 0.9340666 0.9428895 0.9637993
[136,] 0.9298256 0.9314311 0.9324215 0.9333409 0.9352038 0.9398057 0.9420746
[137,] 0.9298254 0.9314303 0.9324185 0.9333392 0.9352922 0.9423215 0.9637607
[138,] 0.9346326 0.9357476 0.9364234 0.9369306 0.9375171 0.9390923 0.9413107
[139,] 0.9298259 0.9314324 0.9324277 0.9333739 0.9353970 0.9415041 0.9527980
[140,] 0.9298234 0.9314212 0.9323762 0.9331383 0.9343292 0.9370401 0.9374889
[141,] 0.9298213 0.9314117 0.9323330 0.9329467 0.9335062 0.9347018 0.9332596
[142,] 0.9298231 0.9314196 0.9323685 0.9330973 0.9341149 0.9352566 0.9283189
[143,] 0.9298233 0.9314207 0.9323733 0.9331189 0.9342071 0.9354530 0.9266550
[144,] 0.9285862 0.9296477 0.9302663 0.9306930 0.9308544 0.9282949 0.9027083
[145,] 0.9285917 0.9296731 0.9303835 0.9312324 0.9333288 0.9393367 0.9504478
[146,] 0.9421344 0.9432544 0.9439149 0.9442203 0.9437633 0.9402484 0.9193799
[147,] 0.9421355 0.9432594 0.9439372 0.9443093 0.9440981 0.9395730 0.9053952
[148,] 0.9298217 0.9314132 0.9323395 0.9329675 0.9335301 0.9331566 0.9178360
[149,] 0.9346323 0.9357463 0.9364174 0.9369001 0.9373555 0.9379138 0.9339271
[150,] 0.9285897 0.9296638 0.9303409 0.9310369 0.9324423 0.9354741 0.9323997
[151,] 0.9346364 0.9357652 0.9365041 0.9372862 0.9389963 0.9430402 0.9430093
[152,] 0.9298170 0.9313917 0.9322414 0.9325338 0.9316833 0.9281818 0.9154437
[153,] 0.9298232 0.9314202 0.9323720 0.9331248 0.9343240 0.9380748 0.9481919
[154,] 0.9298285 0.9314446 0.9324833 0.9336224 0.9364845 0.9451011 0.9634586
[155,] 0.9285891 0.9296613 0.9303292 0.9309831 0.9321957 0.9345335 0.9324711
[156,] 0.9298243 0.9314253 0.9323946 0.9332203 0.9346930 0.9381388 0.9388190
[157,] 0.9346347 0.9357572 0.9364670 0.9371158 0.9382197 0.9396629 0.9294954
[158,] 0.9421356 0.9432598 0.9439391 0.9443218 0.9441755 0.9405500 0.9138468
[159,] 0.9421410 0.9432848 0.9440545 0.9448518 0.9466179 0.9513780 0.9617229
[160,] 0.9285850 0.9296423 0.9302422 0.9305972 0.9305272 0.9291683 0.9179788
[161,] 0.9285867 0.9296501 0.9302783 0.9307578 0.9312307 0.9316825 0.9292830
[162,] 0.9346361 0.9357639 0.9364980 0.9372633 0.9389711 0.9437938 0.9531375
[163,] 0.9298247 0.9314271 0.9324031 0.9332626 0.9349141 0.9396983 0.9506046
[164,] 0.9285879 0.9296554 0.9303027 0.9308695 0.9317530 0.9339997 0.9375427
[165,] 0.9285934 0.9296810 0.9304198 0.9313963 0.9340401 0.9417897 0.9538863
[166,] 0.9298284 0.9314441 0.9324812 0.9336124 0.9364500 0.9448976 0.9631350
[167,] 0.9285863 0.9296481 0.9302684 0.9307037 0.9309097 0.9287637 0.9072456
[168,] 0.9346364 0.9357650 0.9365027 0.9372788 0.9389614 0.9427830 0.9422588
[169,] 0.9285877 0.9296548 0.9302994 0.9308470 0.9315692 0.9317946 0.9203708
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            [,8]         [,9]        [,10]
  [1,] 0.8062092  0.383550599  0.222076384
  [2,] 0.8513621  0.523432564  0.454626499
  [3,] 0.8433874  0.508376293  0.507112789
  [4,] 0.6002642 -0.341956524 -0.365213746
  [5,] 0.9014364  0.807749031  0.761184313
  [6,] 0.9222693  0.900417090  0.828063061
  [7,] 0.6789763 -0.186424247 -0.377376927
  [8,] 0.3975494 -0.791781405 -1.237235522
  [9,] 0.7610058  0.176210951 -0.109947239
 [10,] 0.6140748 -0.364830611 -1.241296533
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[343,] 0.8635479  0.524028401 -0.426758233
[344,] 0.8353814  0.523391398  0.081426010
[345,] 0.8296922  0.437702960 -0.105913561

$cvres[[3]]$lambda.min
[1] 0.001

$cvres[[3]]$lambda.1se
[1] 0.004641589

$cvres[[3]]$cvm.min
[1] 0.3130435

$cvres[[3]]$cvm.1se
[1] 0.3246377



attr(,"class")
[1] "tunedwd.kerndwd"