Description Usage Arguments Value References Examples
Variable selection algorithm when the common/distinctive structure is known a priori. The common component can also be sparse, which is to be estimated by Lasso. The distinctive components are not sparse in the sense that the entire variables in a component (belonging to a certain block) are either all zeros or non-zeros.
1 | structuredSCA(DATA, Jk, R, Target, Position, LASSO, MaxIter, NRSTARTS)
|
DATA |
A matrix, which contains the concatenated data with the same subjects from multiple blocks. |
Jk |
A vector containing number of variables in the concatinated data matrix. |
R |
Number of components (R>=2). |
Target |
A matrix containing 0's and 1's. Its number of columns equals to R, and its number of rows equals to the number of blocks to be integrated. Thus, if the element in |
Position |
Indicate on which component(s) the Lasso Penalty is imposed. If unspecified, the algorithm assume that the Lasso penalty is imposed on the common component(s) only. If there is no common component, then Lasso penalty is applied to all components. |
LASSO |
A Lasso tuning parameter. |
MaxIter |
The maximum rounds of iterations. It should be a positive integer. The default value is 400. |
NRSTARTS |
Multi-start procedure: The number of multi-starts. The default value is 20. |
Pmatrix |
The best estimated component loading matrix (i.e., P), if multi-starts >= 2. |
Tmatrix |
The best estimated component score matrix (i.e., T), if multi-starts >= 2. |
Lossvec |
A list of vectors containing the loss in each iteration for each multi-start. |
Gu, Z., & Van Deun, K. (2016). A variable selection method for simultaneous component based data integration. Chemometrics and Intelligent Laboratory Systems, 158, 187-199.
1 2 3 4 5 6 7 8 9 10 11 12 13 |
$Pmatrix
[,1] [,2] [,3] [,4] [,5]
[1,] -0.62837412 0.16111847 -0.1913325 0.00000000 0.00000000
[2,] 0.61114893 -0.72676901 1.2199844 0.00000000 0.00000000
[3,] -0.46160491 0.95263612 0.8755834 0.00000000 0.00000000
[4,] -1.33588867 1.70067085 -0.6526561 0.00000000 0.00000000
[5,] -1.67455319 1.25707160 -0.9296565 0.00000000 0.00000000
[6,] 1.26527458 -0.14906662 1.3602231 0.00000000 0.00000000
[7,] 0.66199705 -1.68879106 -0.5882185 0.00000000 0.00000000
[8,] 1.80909798 1.55118187 -0.1439346 0.00000000 0.00000000
[9,] -0.85464507 -0.04371752 1.2575632 0.00000000 0.00000000
[10,] 0.61197864 2.49209521 0.6270205 0.00000000 0.00000000
[11,] -0.81129184 0.00000000 0.0000000 -1.29067378 -0.81024044
[12,] 0.81352616 0.00000000 0.0000000 -0.59009787 -0.52095229
[13,] 0.22943834 0.00000000 0.0000000 0.76158917 -0.98839709
[14,] 0.00000000 0.00000000 0.0000000 0.08938401 1.28169500
[15,] 0.34926700 0.00000000 0.0000000 -0.36384221 -0.05373306
[16,] -1.93992417 0.00000000 0.0000000 0.28317643 0.20307041
[17,] 0.20354490 0.00000000 0.0000000 -0.08436195 0.49652017
[18,] 0.04044184 0.00000000 0.0000000 -1.50930533 -1.14449606
[19,] 0.00000000 0.00000000 0.0000000 2.31997561 1.08242381
[20,] 2.53122005 0.00000000 0.0000000 -3.09530429 2.54432788
[21,] 0.46552299 0.00000000 0.0000000 0.69015720 -2.17330636
[22,] 0.06941531 0.00000000 0.0000000 1.27512706 -0.46596127
[23,] -1.03569436 0.00000000 0.0000000 -0.49896554 -1.40873786
[24,] 1.28287147 0.00000000 0.0000000 0.02814201 -1.37808039
[25,] -2.45982014 0.00000000 0.0000000 2.19467114 -0.28392989
[26,] 0.62952858 0.00000000 0.0000000 0.39144345 -0.20675334
[27,] -1.20963656 0.00000000 0.0000000 -0.56159427 1.27742658
[28,] 1.39061299 0.00000000 0.0000000 2.16998876 -1.32867071
[29,] -1.61444294 0.00000000 0.0000000 0.11309668 -0.27093942
[30,] -0.59629572 0.00000000 0.0000000 -1.57153202 -0.14691360
$Tmatrix
[,1] [,2] [,3] [,4] [,5]
[1,] -0.79774415 -0.277683843 0.1747727 0.18083315 0.4724932
[2,] -0.09582747 -0.581008594 0.4910430 -0.17760979 -0.6169098
[3,] -0.49028021 0.092288688 -0.6137894 -0.49758317 -0.3560642
[4,] -0.14762795 0.008728919 -0.2894577 0.82934356 -0.4544594
[5,] 0.30373124 -0.759425639 -0.5175019 0.01882521 0.2507139
$Lossvec
$Lossvec[[1]]
[1] 185.04228 37.71835 28.66345 27.34610 26.91206 26.70835 26.59489
[8] 26.52232 26.47263 26.43920 26.41572 26.39844 26.38534 26.37533
[15] 26.36761 26.36164 26.35701 26.35340 26.35059 26.34840 26.34668
[22] 26.34534 26.34429 26.34346 26.34282 26.34231 26.34191 26.34160
[29] 26.34136 26.34116 26.34101 26.34089 26.34080 26.34073 26.34067
[36] 26.34063 26.34059 26.34056 26.34054 26.34052 26.34051 26.34050
[43] 26.34049 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047
[50] 26.34047 26.34047 26.34047 26.34046 26.34046 26.34046 26.34046
[57] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046
$Lossvec[[2]]
[1] 162.22122 55.35531 44.13077 35.76077 31.16308 29.00202 27.99720
[8] 27.46989 27.18277 27.00373 26.87269 26.76969 26.68598 26.61729
[15] 26.56222 26.51820 26.48300 26.45487 26.43242 26.41451 26.40023
[22] 26.38885 26.37979 26.37258 26.36684 26.36227 26.35859 26.35553
[29] 26.35297 26.35084 26.34906 26.34758 26.34634 26.34531 26.34445
[36] 26.34373 26.34313 26.34263 26.34222 26.34187 26.34158 26.34134
[43] 26.34114 26.34097 26.34084 26.34074 26.34067 26.34062 26.34058
[50] 26.34055 26.34053 26.34052 26.34050 26.34049 26.34049 26.34048
[57] 26.34048 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[3]]
[1] 174.16747 53.30167 45.56198 40.64792 37.74008 36.38679 35.67913
[8] 35.33169 35.16976 35.06139 34.96381 34.84990 34.70767 34.51758
[15] 34.26613 33.93890 33.52805 33.02631 32.42022 31.75121 31.03206
[22] 30.30829 29.65124 29.17704 28.76795 28.39018 28.05017 27.75129
[29] 27.49405 27.27652 27.09427 26.94321 26.81930 26.71853 26.63715
[36] 26.57178 26.51950 26.47823 26.44641 26.42196 26.40334 26.38913
[43] 26.37823 26.36983 26.36334 26.35831 26.35440 26.35136 26.34899
[50] 26.34714 26.34569 26.34456 26.34368 26.34298 26.34244 26.34201
[57] 26.34168 26.34142 26.34121 26.34105 26.34092 26.34082 26.34075
[64] 26.34069 26.34064 26.34060 26.34057 26.34055 26.34053 26.34051
[71] 26.34050 26.34049 26.34049 26.34048 26.34048 26.34047 26.34047
[78] 26.34047 26.34047 26.34047 26.34047 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[99] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[106] 26.34046 26.34046
$Lossvec[[4]]
[1] 199.82504 51.37579 41.03186 33.64096 31.06841 29.94887 29.17088
[8] 28.53115 27.98387 27.53106 27.16659 26.90108 26.72725 26.61870
[15] 26.54455 26.49239 26.45489 26.42743 26.40701 26.39164 26.37982
[22] 26.37092 26.36414 26.35892 26.35488 26.35174 26.34929 26.34738
[29] 26.34589 26.34472 26.34380 26.34308 26.34252 26.34208 26.34173
[36] 26.34146 26.34124 26.34108 26.34094 26.34084 26.34076 26.34070
[43] 26.34065 26.34061 26.34058 26.34055 26.34053 26.34052 26.34050
[50] 26.34050 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047
[57] 26.34047 26.34047 26.34047 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046
$Lossvec[[5]]
[1] 168.71849 51.91164 38.32061 32.46004 30.22488 29.22373 28.62178
[8] 28.19607 27.85891 27.57845 27.34583 27.15268 26.99259 26.86051
[15] 26.75196 26.66302 26.59147 26.53628 26.49353 26.46019 26.43418
[22] 26.41385 26.39796 26.38552 26.37579 26.36816 26.36219 26.35751
[29] 26.35384 26.35096 26.34870 26.34693 26.34554 26.34445 26.34359
[36] 26.34292 26.34239 26.34198 26.34165 26.34140 26.34120 26.34104
[43] 26.34091 26.34082 26.34074 26.34068 26.34063 26.34060 26.34057
[50] 26.34055 26.34053 26.34051 26.34050 26.34049 26.34049 26.34048
[57] 26.34048 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[6]]
[1] 171.82058 49.95745 40.06440 34.08207 31.63844 30.51083 29.77260
[8] 29.23188 28.80353 28.42189 28.07886 27.77455 27.50833 27.27842
[15] 27.08205 26.91629 26.77795 26.66315 26.56825 26.49535 26.44236
[22] 26.40396 26.38054 26.36683 26.35855 26.35339 26.34988 26.34740
[29] 26.34562 26.34433 26.34338 26.34269 26.34216 26.34177 26.34147
[36] 26.34124 26.34107 26.34093 26.34083 26.34075 26.34069 26.34064
[43] 26.34060 26.34057 26.34055 26.34053 26.34051 26.34050 26.34049
[50] 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047 26.34047
[57] 26.34047 26.34047 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[7]]
[1] 183.68734 48.21070 35.80549 33.57958 32.77393 32.17515 31.59056
[8] 30.96789 30.31669 29.65764 29.01439 28.57936 28.22939 27.91860
[15] 27.64763 27.41509 27.21761 27.05106 26.91172 26.79595 26.70129
[22] 26.62534 26.56472 26.51683 26.47909 26.44938 26.42601 26.40763
[29] 26.39320 26.38186 26.37296 26.36597 26.36049 26.35618 26.35280
[36] 26.35015 26.34807 26.34643 26.34515 26.34414 26.34335 26.34273
[43] 26.34224 26.34186 26.34156 26.34132 26.34114 26.34099 26.34088
[50] 26.34079 26.34072 26.34066 26.34062 26.34059 26.34056 26.34054
[57] 26.34052 26.34051 26.34050 26.34049 26.34048 26.34048 26.34048
[64] 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046 26.34046 26.34046
$Lossvec[[8]]
[1] 170.07541 51.98368 38.73438 34.27681 33.04386 32.23812 31.47297
[8] 30.74711 30.07116 29.40181 28.82727 28.37786 27.98264 27.62993
[15] 27.32557 27.07306 26.88365 26.75367 26.66434 26.59538 26.54058
[22] 26.49720 26.46297 26.43603 26.41489 26.39832 26.38558 26.37587
[29] 26.36847 26.36282 26.35844 26.35493 26.35212 26.34987 26.34805
[36] 26.34658 26.34539 26.34443 26.34365 26.34301 26.34250 26.34208
[43] 26.34173 26.34145 26.34123 26.34106 26.34093 26.34082 26.34075
[50] 26.34068 26.34064 26.34060 26.34057 26.34055 26.34053 26.34051
[57] 26.34050 26.34049 26.34049 26.34048 26.34048 26.34047 26.34047
[64] 26.34047 26.34047 26.34047 26.34047 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046
$Lossvec[[9]]
[1] 162.25785 62.64676 52.30359 42.05917 36.17553 33.83138 32.72765
[8] 31.97242 31.28664 30.59758 29.91918 29.28676 28.70772 28.23908
[15] 27.88345 27.60080 27.38385 27.21524 27.07394 26.95204 26.84649
[22] 26.75560 26.67773 26.61191 26.55848 26.51552 26.48105 26.45344
[29] 26.43136 26.41372 26.39965 26.38843 26.37948 26.37235 26.36668
[36] 26.36215 26.35850 26.35545 26.35291 26.35079 26.34902 26.34754
[43] 26.34631 26.34528 26.34442 26.34371 26.34312 26.34262 26.34221
[50] 26.34186 26.34157 26.34133 26.34114 26.34097 26.34083 26.34074
[57] 26.34067 26.34062 26.34058 26.34055 26.34053 26.34051 26.34050
[64] 26.34049 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047
[71] 26.34047 26.34047 26.34047 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[99] 26.34046
$Lossvec[[10]]
[1] 157.94381 36.35463 32.44776 31.39485 30.60895 29.88220 29.31558
[8] 28.88457 28.49161 28.13939 27.82872 27.55846 27.32615 27.12838
[15] 26.96173 26.82708 26.71956 26.63371 26.56514 26.51066 26.47039
[22] 26.44066 26.41817 26.40088 26.38753 26.37718 26.36915 26.36289
[29] 26.35802 26.35421 26.35123 26.34891 26.34708 26.34566 26.34454
[36] 26.34366 26.34297 26.34243 26.34201 26.34168 26.34142 26.34121
[43] 26.34105 26.34092 26.34082 26.34075 26.34069 26.34064 26.34060
[50] 26.34057 26.34055 26.34053 26.34051 26.34050 26.34049 26.34049
[57] 26.34048 26.34048 26.34047 26.34047 26.34047 26.34047 26.34047
[64] 26.34047 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[11]]
[1] 172.19121 40.40836 33.51606 30.85168 29.61576 28.97576 28.51308
[8] 28.13902 27.82437 27.55795 27.33416 27.14817 26.99372 26.86619
[15] 26.76153 26.67610 26.60667 26.55044 26.50540 26.46995 26.44210
[22] 26.42022 26.40305 26.38957 26.37899 26.37069 26.36418 26.35908
[29] 26.35507 26.35193 26.34946 26.34752 26.34601 26.34481 26.34388
[36] 26.34314 26.34257 26.34212 26.34176 26.34148 26.34126 26.34109
[43] 26.34096 26.34085 26.34077 26.34070 26.34065 26.34061 26.34058
[50] 26.34055 26.34053 26.34052 26.34051 26.34050 26.34049 26.34048
[57] 26.34048 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[12]]
[1] 194.21632 49.54159 40.48212 37.09443 35.70646 34.99028 34.47574
[8] 34.01948 33.54990 32.99836 32.35558 31.63248 30.98119 30.33669
[15] 29.84717 29.40295 28.98083 28.58834 28.23173 27.91409 27.63575
[22] 27.39504 27.18903 27.01415 26.86664 26.74366 26.64680 26.57137
[29] 26.51243 26.46634 26.43377 26.41092 26.39442 26.38204 26.37262
[36] 26.36540 26.35985 26.35556 26.35224 26.34967 26.34766 26.34610
[43] 26.34487 26.34392 26.34317 26.34259 26.34213 26.34177 26.34149
[50] 26.34127 26.34109 26.34096 26.34085 26.34077 26.34070 26.34065
[57] 26.34061 26.34058 26.34055 26.34053 26.34052 26.34051 26.34050
[64] 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047 26.34047
[71] 26.34047 26.34047 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[13]]
[1] 163.41900 46.80129 41.26575 34.34573 29.77168 27.89460 27.16714
[8] 26.86326 26.70556 26.60745 26.53870 26.48875 26.45336 26.42749
[15] 26.40791 26.39290 26.38132 26.37235 26.36538 26.35996 26.35572
[22] 26.35242 26.34983 26.34781 26.34622 26.34498 26.34401 26.34325
[29] 26.34265 26.34218 26.34181 26.34152 26.34129 26.34111 26.34097
[36] 26.34086 26.34078 26.34071 26.34066 26.34061 26.34058 26.34056
[43] 26.34054 26.34052 26.34051 26.34050 26.34049 26.34048 26.34048
[50] 26.34048 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046
[57] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046
$Lossvec[[14]]
[1] 183.91958 55.92291 48.44515 41.65379 36.08677 33.79788 32.88245
[8] 32.21321 31.51527 30.78677 30.10019 29.51340 28.99372 28.51982
[15] 28.11167 27.78738 27.52033 27.29374 27.10428 26.94796 26.82039
[22] 26.71721 26.63434 26.56815 26.51551 26.47432 26.44280 26.41871
[29] 26.40032 26.38627 26.37553 26.36732 26.36104 26.35624 26.35255
[36] 26.34973 26.34756 26.34589 26.34461 26.34362 26.34285 26.34226
[43] 26.34180 26.34144 26.34117 26.34095 26.34078 26.34066 26.34059
[50] 26.34054 26.34051 26.34049 26.34048 26.34048 26.34047 26.34047
[57] 26.34047 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046
$Lossvec[[15]]
[1] 186.70809 45.39263 36.90134 35.33815 34.86737 34.64070 34.43840
[8] 34.18834 33.85291 33.40344 32.84315 32.22503 31.58006 30.93584
[15] 30.33820 29.75842 29.18950 28.64507 28.14262 27.74074 27.45771
[22] 27.24255 27.06500 26.91944 26.80100 26.70520 26.62847 26.56798
[29] 26.52041 26.48302 26.45363 26.43053 26.41236 26.39806 26.38681
[36] 26.37784 26.37066 26.36490 26.36027 26.35653 26.35351 26.35106
[43] 26.34908 26.34747 26.34615 26.34508 26.34420 26.34349 26.34290
[50] 26.34241 26.34202 26.34169 26.34142 26.34120 26.34102 26.34087
[57] 26.34074 26.34066 26.34060 26.34056 26.34053 26.34051 26.34050
[64] 26.34049 26.34048 26.34048 26.34047 26.34047 26.34047 26.34047
[71] 26.34047 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[92] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
$Lossvec[[16]]
[1] 163.75756 35.54858 29.45801 27.88854 27.26073 26.93831 26.73186
[8] 26.58710 26.48995 26.43256 26.39931 26.37939 26.36708 26.35947
[15] 26.35445 26.35090 26.34833 26.34644 26.34504 26.34398 26.34318
[22] 26.34257 26.34210 26.34174 26.34146 26.34124 26.34107 26.34094
[29] 26.34083 26.34075 26.34069 26.34064 26.34060 26.34057 26.34055
[36] 26.34053 26.34052 26.34050 26.34049 26.34049 26.34048 26.34048
[43] 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046
[50] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[57] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046
$Lossvec[[17]]
[1] 154.88837 49.18437 47.64068 46.16876 44.17429 40.92519 36.81575
[8] 33.07035 30.33398 28.59472 27.69101 27.22462 26.94540 26.76885
[15] 26.65054 26.56709 26.50884 26.46788 26.43811 26.41583 26.39890
[22] 26.38592 26.37591 26.36814 26.36211 26.35740 26.35373 26.35086
[29] 26.34861 26.34685 26.34548 26.34440 26.34355 26.34289 26.34236
[36] 26.34196 26.34163 26.34138 26.34118 26.34103 26.34091 26.34081
[43] 26.34074 26.34068 26.34063 26.34059 26.34057 26.34054 26.34053
[50] 26.34051 26.34050 26.34049 26.34049 26.34048 26.34048 26.34047
[57] 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046
$Lossvec[[18]]
[1] 198.90282 47.62911 35.20028 30.85713 29.47504 28.81338 28.37612
[8] 28.02243 27.72208 27.46665 27.25141 27.07135 26.92254 26.80088
[15] 26.70229 26.62295 26.55946 26.50888 26.46909 26.43858 26.41527
[22] 26.39748 26.38390 26.37354 26.36565 26.35965 26.35515 26.35175
[29] 26.34918 26.34721 26.34570 26.34454 26.34364 26.34294 26.34240
[36] 26.34198 26.34165 26.34139 26.34119 26.34103 26.34091 26.34081
[43] 26.34074 26.34068 26.34063 26.34060 26.34057 26.34054 26.34053
[50] 26.34051 26.34050 26.34049 26.34049 26.34048 26.34048 26.34047
[57] 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046
$Lossvec[[19]]
[1] 187.77340 48.26416 44.55243 41.50280 38.49557 36.21705 34.69631
[8] 33.56005 32.60097 31.78231 31.20340 30.71395 30.23810 29.78840
[15] 29.36001 28.94869 28.56016 28.20258 27.88097 27.59731 27.35119
[22] 27.14050 26.96210 26.81237 26.68789 26.58564 26.50432 26.44546
[29] 26.40339 26.37765 26.36323 26.35502 26.35024 26.34727 26.34527
[36] 26.34390 26.34295 26.34228 26.34181 26.34146 26.34122 26.34103
[43] 26.34090 26.34080 26.34072 26.34066 26.34062 26.34058 26.34055
[50] 26.34053 26.34052 26.34051 26.34050 26.34049 26.34048 26.34048
[57] 26.34047 26.34047 26.34047 26.34047 26.34047 26.34047 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[71] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[78] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[85] 26.34046 26.34046 26.34046 26.34046
$Lossvec[[20]]
[1] 192.38312 62.08342 43.23105 36.95647 34.01656 32.34669 31.25614
[8] 30.39018 29.72266 29.15926 28.65792 28.21264 27.85300 27.57402
[15] 27.34061 27.14433 26.98167 26.84847 26.74041 26.65340 26.58376
[22] 26.52825 26.48467 26.45120 26.42554 26.40587 26.39079 26.37921
[29] 26.37033 26.36351 26.35826 26.35421 26.35109 26.34868 26.34682
[36] 26.34537 26.34425 26.34337 26.34269 26.34216 26.34174 26.34141
[43] 26.34115 26.34095 26.34079 26.34067 26.34059 26.34054 26.34051
[50] 26.34049 26.34048 26.34047 26.34047 26.34047 26.34046 26.34046
[57] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
[64] 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046 26.34046
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