This is a notebook to try out the code from The R Journal paper about the neuralnet package, neuralnet: Training of Neural Networks.

library(datasets)

infert
library(neuralnet)
library(NeuralNetTools)


nn <- neuralnet(case~age+parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce", linear.output=FALSE)
nn
## $call
## neuralnet(formula = case ~ age + parity + induced + spontaneous, 
##     data = infert, hidden = 2, err.fct = "ce", linear.output = FALSE)
## 
## $response
##     case
## 1      1
## 2      1
## 3      1
## 4      1
## 5      1
## 6      1
## 7      1
## 8      1
## 9      1
## 10     1
## 11     1
## 12     1
## 13     1
## 14     1
## 15     1
## 16     1
## 17     1
## 18     1
## 19     1
## 20     1
## 21     1
## 22     1
## 23     1
## 24     1
## 25     1
## 26     1
## 27     1
## 28     1
## 29     1
## 30     1
## 31     1
## 32     1
## 33     1
## 34     1
## 35     1
## 36     1
## 37     1
## 38     1
## 39     1
## 40     1
## 41     1
## 42     1
## 43     1
## 44     1
## 45     1
## 46     1
## 47     1
## 48     1
## 49     1
## 50     1
## 51     1
## 52     1
## 53     1
## 54     1
## 55     1
## 56     1
## 57     1
## 58     1
## 59     1
## 60     1
## 61     1
## 62     1
## 63     1
## 64     1
## 65     1
## 66     1
## 67     1
## 68     1
## 69     1
## 70     1
## 71     1
## 72     1
## 73     1
## 74     1
## 75     1
## 76     1
## 77     1
## 78     1
## 79     1
## 80     1
## 81     1
## 82     1
## 83     1
## 84     0
## 85     0
## 86     0
## 87     0
## 88     0
## 89     0
## 90     0
## 91     0
## 92     0
## 93     0
## 94     0
## 95     0
## 96     0
## 97     0
## 98     0
## 99     0
## 100    0
## 101    0
## 102    0
## 103    0
## 104    0
## 105    0
## 106    0
## 107    0
## 108    0
## 109    0
## 110    0
## 111    0
## 112    0
## 113    0
## 114    0
## 115    0
## 116    0
## 117    0
## 118    0
## 119    0
## 120    0
## 121    0
## 122    0
## 123    0
## 124    0
## 125    0
## 126    0
## 127    0
## 128    0
## 129    0
## 130    0
## 131    0
## 132    0
## 133    0
## 134    0
## 135    0
## 136    0
## 137    0
## 138    0
## 139    0
## 140    0
## 141    0
## 142    0
## 143    0
## 144    0
## 145    0
## 146    0
## 147    0
## 148    0
## 149    0
## 150    0
## 151    0
## 152    0
## 153    0
## 154    0
## 155    0
## 156    0
## 157    0
## 158    0
## 159    0
## 160    0
## 161    0
## 162    0
## 163    0
## 164    0
## 165    0
## 166    0
## 167    0
## 168    0
## 169    0
## 170    0
## 171    0
## 172    0
## 173    0
## 174    0
## 175    0
## 176    0
## 177    0
## 178    0
## 179    0
## 180    0
## 181    0
## 182    0
## 183    0
## 184    0
## 185    0
## 186    0
## 187    0
## 188    0
## 189    0
## 190    0
## 191    0
## 192    0
## 193    0
## 194    0
## 195    0
## 196    0
## 197    0
## 198    0
## 199    0
## 200    0
## 201    0
## 202    0
## 203    0
## 204    0
## 205    0
## 206    0
## 207    0
## 208    0
## 209    0
## 210    0
## 211    0
## 212    0
## 213    0
## 214    0
## 215    0
## 216    0
## 217    0
## 218    0
## 219    0
## 220    0
## 221    0
## 222    0
## 223    0
## 224    0
## 225    0
## 226    0
## 227    0
## 228    0
## 229    0
## 230    0
## 231    0
## 232    0
## 233    0
## 234    0
## 235    0
## 236    0
## 237    0
## 238    0
## 239    0
## 240    0
## 241    0
## 242    0
## 243    0
## 244    0
## 245    0
## 246    0
## 247    0
## 248    0
## 
## $covariate
##        [,1] [,2] [,3] [,4]
##   [1,]   26    6    1    2
##   [2,]   42    1    1    0
##   [3,]   39    6    2    0
##   [4,]   34    4    2    0
##   [5,]   35    3    1    1
##   [6,]   36    4    2    1
##   [7,]   23    1    0    0
##   [8,]   32    2    0    0
##   [9,]   21    1    0    1
##  [10,]   28    2    0    0
##  [11,]   29    2    1    0
##  [12,]   37    4    2    1
##  [13,]   31    1    1    0
##  [14,]   29    3    2    0
##  [15,]   31    2    1    1
##  [16,]   27    2    2    0
##  [17,]   30    5    2    1
##  [18,]   26    1    0    1
##  [19,]   25    3    2    1
##  [20,]   44    1    0    1
##  [21,]   40    1    0    1
##  [22,]   35    2    2    0
##  [23,]   28    2    0    2
##  [24,]   36    1    0    1
##  [25,]   27    2    1    1
##  [26,]   40    2    0    2
##  [27,]   38    2    0    2
##  [28,]   34    3    0    2
##  [29,]   28    4    1    2
##  [30,]   30    4    2    0
##  [31,]   32    1    0    1
##  [32,]   34    2    1    0
##  [33,]   42    1    1    0
##  [34,]   32    2    0    2
##  [35,]   39    1    1    0
##  [36,]   35    2    0    2
##  [37,]   36    1    0    1
##  [38,]   34    3    1    2
##  [39,]   30    3    0    0
##  [40,]   28    1    0    1
##  [41,]   39    3    0    2
##  [42,]   35    1    0    0
##  [43,]   41    1    0    0
##  [44,]   37    2    1    1
##  [45,]   30    1    0    0
##  [46,]   37    1    1    0
##  [47,]   28    2    0    2
##  [48,]   27    4    2    0
##  [49,]   26    2    2    0
##  [50,]   38    3    0    2
##  [51,]   24    3    1    2
##  [52,]   36    5    1    2
##  [53,]   27    3    1    1
##  [54,]   28    1    0    1
##  [55,]   29    2    0    2
##  [56,]   36    2    0    2
##  [57,]   28    2    1    0
##  [58,]   28    2    0    2
##  [59,]   28    1    0    1
##  [60,]   27    2    0    2
##  [61,]   35    2    0    2
##  [62,]   25    1    0    1
##  [63,]   34    1    0    1
##  [64,]   31    2    0    2
##  [65,]   26    2    1    0
##  [66,]   32    1    0    1
##  [67,]   21    1    0    1
##  [68,]   28    3    1    2
##  [69,]   37    3    0    2
##  [70,]   25    1    1    0
##  [71,]   32    1    1    0
##  [72,]   25    1    0    1
##  [73,]   31    1    0    1
##  [74,]   38    6    0    2
##  [75,]   26    2    0    2
##  [76,]   31    1    0    1
##  [77,]   31    2    0    1
##  [78,]   25    1    1    0
##  [79,]   31    1    0    1
##  [80,]   34    1    0    1
##  [81,]   35    2    2    0
##  [82,]   29    1    0    1
##  [83,]   23    1    0    1
##  [84,]   26    6    2    0
##  [85,]   42    1    0    0
##  [86,]   39    6    2    0
##  [87,]   34    4    0    1
##  [88,]   35    3    2    0
##  [89,]   36    4    1    1
##  [90,]   23    1    0    0
##  [91,]   32    2    2    0
##  [92,]   21    1    0    1
##  [93,]   28    2    0    1
##  [94,]   29    2    0    0
##  [95,]   37    4    1    1
##  [96,]   31    1    0    0
##  [97,]   29    3    0    1
##  [98,]   31    2    1    0
##  [99,]   27    2    1    0
## [100,]   30    5    0    2
## [101,]   26    1    0    0
## [102,]   25    3    0    1
## [103,]   44    1    0    0
## [104,]   40    1    0    0
## [105,]   35    2    0    0
## [106,]   28    2    0    0
## [107,]   36    1    0    0
## [108,]   27    2    0    1
## [109,]   40    2    0    0
## [110,]   38    2    0    0
## [111,]   34    3    0    0
## [112,]   28    4    0    2
## [113,]   30    4    1    1
## [114,]   32    1    0    0
## [115,]   34    2    1    0
## [116,]   42    1    1    0
## [117,]   32    2    0    0
## [118,]   39    1    0    0
## [119,]   35    2    0    0
## [120,]   36    1    0    0
## [121,]   34    3    2    0
## [122,]   30    3    0    2
## [123,]   28    1    1    0
## [124,]   39    3    1    0
## [125,]   35    1    0    0
## [126,]   41    1    0    0
## [127,]   37    2    0    0
## [128,]   30    1    1    0
## [129,]   37    1    0    0
## [130,]   28    2    1    0
## [131,]   27    4    2    1
## [132,]   26    2    1    0
## [133,]   38    3    1    0
## [134,]   24    3    2    1
## [135,]   36    5    1    1
## [136,]   27    3    1    1
## [137,]   28    1    1    0
## [138,]   29    2    1    0
## [139,]   36    2    1    0
## [140,]   28    2    1    1
## [141,]   28    2    2    0
## [142,]   28    1    1    0
## [143,]   27    2    1    0
## [144,]   35    2    2    0
## [145,]   25    1    1    0
## [146,]   34    1    0    0
## [147,]   31    2    0    0
## [148,]   26    2    0    1
## [149,]   32    1    0    0
## [150,]   21    1    0    1
## [151,]   28    3    2    0
## [152,]   37    3    1    1
## [153,]   25    1    0    0
## [154,]   32    1    1    0
## [155,]   25    1    0    0
## [156,]   31    1    0    1
## [157,]   26    2    0    2
## [158,]   31    1    0    0
## [159,]   31    2    2    0
## [160,]   25    1    0    0
## [161,]   31    1    0    0
## [162,]   34    1    0    0
## [163,]   35    2    0    0
## [164,]   29    1    0    1
## [165,]   23    1    0    1
## [166,]   26    6    2    0
## [167,]   42    1    0    0
## [168,]   39    6    2    0
## [169,]   34    4    0    2
## [170,]   35    3    0    0
## [171,]   36    4    0    2
## [172,]   23    1    0    0
## [173,]   32    2    0    1
## [174,]   21    1    1    0
## [175,]   28    2    0    1
## [176,]   29    2    0    1
## [177,]   37    4    0    1
## [178,]   31    1    0    0
## [179,]   29    3    0    2
## [180,]   31    2    1    0
## [181,]   27    2    0    0
## [182,]   30    5    1    2
## [183,]   26    1    1    0
## [184,]   25    3    1    1
## [185,]   44    1    1    0
## [186,]   40    1    0    0
## [187,]   35    2    0    0
## [188,]   28    2    2    0
## [189,]   36    1    0    1
## [190,]   27    2    0    2
## [191,]   40    2    0    0
## [192,]   38    2    0    0
## [193,]   34    3    0    0
## [194,]   28    4    2    1
## [195,]   30    4    1    1
## [196,]   32    1    0    0
## [197,]   34    2    0    0
## [198,]   42    1    0    0
## [199,]   32    2    2    0
## [200,]   39    1    0    0
## [201,]   35    2    0    0
## [202,]   36    1    0    0
## [203,]   34    3    2    0
## [204,]   30    3    0    1
## [205,]   28    1    0    0
## [206,]   39    3    0    0
## [207,]   35    1    0    0
## [208,]   41    1    0    0
## [209,]   37    2    0    0
## [210,]   30    1    0    0
## [211,]   37    1    0    1
## [212,]   28    2    1    0
## [213,]   27    4    2    0
## [214,]   26    2    1    0
## [215,]   38    3    1    0
## [216,]   24    3    2    0
## [217,]   36    5    2    1
## [218,]   27    3    2    0
## [219,]   28    1    0    1
## [220,]   29    2    1    1
## [221,]   36    2    0    1
## [222,]   28    2    2    0
## [223,]   28    2    1    0
## [224,]   28    1    0    0
## [225,]   27    2    1    0
## [226,]   35    2    1    0
## [227,]   25    1    1    0
## [228,]   34    1    0    0
## [229,]   31    2    1    0
## [230,]   26    2    0    2
## [231,]   32    1    1    0
## [232,]   21    1    0    0
## [233,]   28    3    2    0
## [234,]   37    3    0    2
## [235,]   25    1    1    0
## [236,]   32    1    0    0
## [237,]   25    1    1    0
## [238,]   31    1    0    0
## [239,]   38    6    0    2
## [240,]   26    2    1    1
## [241,]   31    1    1    0
## [242,]   31    2    0    1
## [243,]   25    1    0    1
## [244,]   31    1    0    1
## [245,]   34    1    0    0
## [246,]   35    2    2    0
## [247,]   29    1    0    1
## [248,]   23    1    0    1
## 
## $model.list
## $model.list$response
## [1] "case"
## 
## $model.list$variables
## [1] "age"         "parity"      "induced"     "spontaneous"
## 
## 
## $err.fct
## function (x, y) 
## {
##     -(y * log(x) + (1 - y) * log(1 - x))
## }
## <environment: 0x55cd2200d590>
## attr(,"type")
## [1] "ce"
## 
## $act.fct
## function (x) 
## {
##     1/(1 + exp(-x))
## }
## <environment: 0x55cd2200d590>
## attr(,"type")
## [1] "logistic"
## 
## $linear.output
## [1] FALSE
## 
## $data
##     education age parity induced case spontaneous stratum pooled.stratum
## 1      0-5yrs  26      6       1    1           2       1              3
## 2      0-5yrs  42      1       1    1           0       2              1
## 3      0-5yrs  39      6       2    1           0       3              4
## 4      0-5yrs  34      4       2    1           0       4              2
## 5     6-11yrs  35      3       1    1           1       5             32
## 6     6-11yrs  36      4       2    1           1       6             36
## 7     6-11yrs  23      1       0    1           0       7              6
## 8     6-11yrs  32      2       0    1           0       8             22
## 9     6-11yrs  21      1       0    1           1       9              5
## 10    6-11yrs  28      2       0    1           0      10             19
## 11    6-11yrs  29      2       1    1           0      11             20
## 12    6-11yrs  37      4       2    1           1      12             37
## 13    6-11yrs  31      1       1    1           0      13              9
## 14    6-11yrs  29      3       2    1           0      14             29
## 15    6-11yrs  31      2       1    1           1      15             21
## 16    6-11yrs  27      2       2    1           0      16             18
## 17    6-11yrs  30      5       2    1           1      17             38
## 18    6-11yrs  26      1       0    1           1      18              7
## 19    6-11yrs  25      3       2    1           1      19             28
## 20    6-11yrs  44      1       0    1           1      20             17
## 21    6-11yrs  40      1       0    1           1      21             14
## 22    6-11yrs  35      2       2    1           0      22             24
## 23    6-11yrs  28      2       0    1           2      23             19
## 24    6-11yrs  36      1       0    1           1      24             12
## 25    6-11yrs  27      2       1    1           1      25             18
## 26    6-11yrs  40      2       0    1           2      26             27
## 27    6-11yrs  38      2       0    1           2      27             26
## 28    6-11yrs  34      3       0    1           2      28             31
## 29    6-11yrs  28      4       1    1           2      29             34
## 30    6-11yrs  30      4       2    1           0      30             35
## 31    6-11yrs  32      1       0    1           1      31             10
## 32    6-11yrs  34      2       1    1           0      32             23
## 33    6-11yrs  42      1       1    1           0      33             16
## 34    6-11yrs  32      2       0    1           2      34             22
## 35    6-11yrs  39      1       1    1           0      35             13
## 36    6-11yrs  35      2       0    1           2      36             24
## 37    6-11yrs  36      1       0    1           1      37             12
## 38    6-11yrs  34      3       1    1           2      38             31
## 39    6-11yrs  30      3       0    1           0      39             30
## 40    6-11yrs  28      1       0    1           1      40              8
## 41    6-11yrs  39      3       0    1           2      41             33
## 42    6-11yrs  35      1       0    1           0      42             11
## 43    6-11yrs  41      1       0    1           0      43             15
## 44    6-11yrs  37      2       1    1           1      44             25
## 45    12+ yrs  30      1       0    1           0      45             44
## 46    12+ yrs  37      1       1    1           0      46             48
## 47    12+ yrs  28      2       0    1           2      47             51
## 48    12+ yrs  27      4       2    1           0      48             61
## 49    12+ yrs  26      2       2    1           0      49             49
## 50    12+ yrs  38      3       0    1           2      50             60
## 51    12+ yrs  24      3       1    1           2      51             56
## 52    12+ yrs  36      5       1    1           2      52             62
## 53    12+ yrs  27      3       1    1           1      53             57
## 54    12+ yrs  28      1       0    1           1      54             42
## 55    12+ yrs  29      2       0    1           2      55             52
## 56    12+ yrs  36      2       0    1           2      56             55
## 57    12+ yrs  28      2       1    1           0      57             51
## 58    12+ yrs  28      2       0    1           2      58             51
## 59    12+ yrs  28      1       0    1           1      59             42
## 60    12+ yrs  27      2       0    1           2      60             50
## 61    12+ yrs  35      2       0    1           2      61             54
## 62    12+ yrs  25      1       0    1           1      62             41
## 63    12+ yrs  34      1       0    1           1      63             47
## 64    12+ yrs  31      2       0    1           2      64             53
## 65    12+ yrs  26      2       1    1           0      65             49
## 66    12+ yrs  32      1       0    1           1      66             46
## 67    12+ yrs  21      1       0    1           1      67             39
## 68    12+ yrs  28      3       1    1           2      68             58
## 69    12+ yrs  37      3       0    1           2      69             59
## 70    12+ yrs  25      1       1    1           0      70             41
## 71    12+ yrs  32      1       1    1           0      71             46
## 72    12+ yrs  25      1       0    1           1      72             41
## 73    12+ yrs  31      1       0    1           1      73             45
## 74    12+ yrs  38      6       0    1           2      74             63
## 75    12+ yrs  26      2       0    1           2      75             49
## 76    12+ yrs  31      1       0    1           1      76             45
## 77    12+ yrs  31      2       0    1           1      77             53
## 78    12+ yrs  25      1       1    1           0      78             41
## 79    12+ yrs  31      1       0    1           1      79             45
## 80    12+ yrs  34      1       0    1           1      80             47
## 81    12+ yrs  35      2       2    1           0      81             54
## 82    12+ yrs  29      1       0    1           1      82             43
## 83    12+ yrs  23      1       0    1           1      83             40
## 84     0-5yrs  26      6       2    0           0       1              3
## 85     0-5yrs  42      1       0    0           0       2              1
## 86     0-5yrs  39      6       2    0           0       3              4
## 87     0-5yrs  34      4       0    0           1       4              2
## 88    6-11yrs  35      3       2    0           0       5             32
## 89    6-11yrs  36      4       1    0           1       6             36
## 90    6-11yrs  23      1       0    0           0       7              6
## 91    6-11yrs  32      2       2    0           0       8             22
## 92    6-11yrs  21      1       0    0           1       9              5
## 93    6-11yrs  28      2       0    0           1      10             19
## 94    6-11yrs  29      2       0    0           0      11             20
## 95    6-11yrs  37      4       1    0           1      12             37
## 96    6-11yrs  31      1       0    0           0      13              9
## 97    6-11yrs  29      3       0    0           1      14             29
## 98    6-11yrs  31      2       1    0           0      15             21
## 99    6-11yrs  27      2       1    0           0      16             18
## 100   6-11yrs  30      5       0    0           2      17             38
## 101   6-11yrs  26      1       0    0           0      18              7
## 102   6-11yrs  25      3       0    0           1      19             28
## 103   6-11yrs  44      1       0    0           0      20             17
## 104   6-11yrs  40      1       0    0           0      21             14
## 105   6-11yrs  35      2       0    0           0      22             24
## 106   6-11yrs  28      2       0    0           0      23             19
## 107   6-11yrs  36      1       0    0           0      24             12
## 108   6-11yrs  27      2       0    0           1      25             18
## 109   6-11yrs  40      2       0    0           0      26             27
## 110   6-11yrs  38      2       0    0           0      27             26
## 111   6-11yrs  34      3       0    0           0      28             31
## 112   6-11yrs  28      4       0    0           2      29             34
## 113   6-11yrs  30      4       1    0           1      30             35
## 114   6-11yrs  32      1       0    0           0      31             10
## 115   6-11yrs  34      2       1    0           0      32             23
## 116   6-11yrs  42      1       1    0           0      33             16
## 117   6-11yrs  32      2       0    0           0      34             22
## 118   6-11yrs  39      1       0    0           0      35             13
## 119   6-11yrs  35      2       0    0           0      36             24
## 120   6-11yrs  36      1       0    0           0      37             12
## 121   6-11yrs  34      3       2    0           0      38             31
## 122   6-11yrs  30      3       0    0           2      39             30
## 123   6-11yrs  28      1       1    0           0      40              8
## 124   6-11yrs  39      3       1    0           0      41             33
## 125   6-11yrs  35      1       0    0           0      42             11
## 126   6-11yrs  41      1       0    0           0      43             15
## 127   6-11yrs  37      2       0    0           0      44             25
## 128   12+ yrs  30      1       1    0           0      45             44
## 129   12+ yrs  37      1       0    0           0      46             48
## 130   12+ yrs  28      2       1    0           0      47             51
## 131   12+ yrs  27      4       2    0           1      48             61
## 132   12+ yrs  26      2       1    0           0      49             49
## 133   12+ yrs  38      3       1    0           0      50             60
## 134   12+ yrs  24      3       2    0           1      51             56
## 135   12+ yrs  36      5       1    0           1      52             62
## 136   12+ yrs  27      3       1    0           1      53             57
## 137   12+ yrs  28      1       1    0           0      54             42
## 138   12+ yrs  29      2       1    0           0      55             52
## 139   12+ yrs  36      2       1    0           0      56             55
## 140   12+ yrs  28      2       1    0           1      57             51
## 141   12+ yrs  28      2       2    0           0      58             51
## 142   12+ yrs  28      1       1    0           0      59             42
## 143   12+ yrs  27      2       1    0           0      60             50
## 144   12+ yrs  35      2       2    0           0      61             54
## 145   12+ yrs  25      1       1    0           0      62             41
## 146   12+ yrs  34      1       0    0           0      63             47
## 147   12+ yrs  31      2       0    0           0      64             53
## 148   12+ yrs  26      2       0    0           1      65             49
## 149   12+ yrs  32      1       0    0           0      66             46
## 150   12+ yrs  21      1       0    0           1      67             39
## 151   12+ yrs  28      3       2    0           0      68             58
## 152   12+ yrs  37      3       1    0           1      69             59
## 153   12+ yrs  25      1       0    0           0      70             41
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## 155   12+ yrs  25      1       0    0           0      72             41
## 156   12+ yrs  31      1       0    0           1      73             45
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## 158   12+ yrs  31      1       0    0           0      76             45
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## 163   12+ yrs  35      2       0    0           0      81             54
## 164   12+ yrs  29      1       0    0           1      82             43
## 165   12+ yrs  23      1       0    0           1      83             40
## 166    0-5yrs  26      6       2    0           0       1              3
## 167    0-5yrs  42      1       0    0           0       2              1
## 168    0-5yrs  39      6       2    0           0       3              4
## 169    0-5yrs  34      4       0    0           2       4              2
## 170   6-11yrs  35      3       0    0           0       5             32
## 171   6-11yrs  36      4       0    0           2       6             36
## 172   6-11yrs  23      1       0    0           0       7              6
## 173   6-11yrs  32      2       0    0           1       8             22
## 174   6-11yrs  21      1       1    0           0       9              5
## 175   6-11yrs  28      2       0    0           1      10             19
## 176   6-11yrs  29      2       0    0           1      11             20
## 177   6-11yrs  37      4       0    0           1      12             37
## 178   6-11yrs  31      1       0    0           0      13              9
## 179   6-11yrs  29      3       0    0           2      14             29
## 180   6-11yrs  31      2       1    0           0      15             21
## 181   6-11yrs  27      2       0    0           0      16             18
## 182   6-11yrs  30      5       1    0           2      17             38
## 183   6-11yrs  26      1       1    0           0      18              7
## 184   6-11yrs  25      3       1    0           1      19             28
## 185   6-11yrs  44      1       1    0           0      20             17
## 186   6-11yrs  40      1       0    0           0      21             14
## 187   6-11yrs  35      2       0    0           0      22             24
## 188   6-11yrs  28      2       2    0           0      23             19
## 189   6-11yrs  36      1       0    0           1      24             12
## 190   6-11yrs  27      2       0    0           2      25             18
## 191   6-11yrs  40      2       0    0           0      26             27
## 192   6-11yrs  38      2       0    0           0      27             26
## 193   6-11yrs  34      3       0    0           0      28             31
## 194   6-11yrs  28      4       2    0           1      29             34
## 195   6-11yrs  30      4       1    0           1      30             35
## 196   6-11yrs  32      1       0    0           0      31             10
## 197   6-11yrs  34      2       0    0           0      32             23
## 198   6-11yrs  42      1       0    0           0      33             16
## 199   6-11yrs  32      2       2    0           0      34             22
## 200   6-11yrs  39      1       0    0           0      35             13
## 201   6-11yrs  35      2       0    0           0      36             24
## 202   6-11yrs  36      1       0    0           0      37             12
## 203   6-11yrs  34      3       2    0           0      38             31
## 204   6-11yrs  30      3       0    0           1      39             30
## 205   6-11yrs  28      1       0    0           0      40              8
## 206   6-11yrs  39      3       0    0           0      41             33
## 207   6-11yrs  35      1       0    0           0      42             11
## 208   6-11yrs  41      1       0    0           0      43             15
## 209   6-11yrs  37      2       0    0           0      44             25
## 210   12+ yrs  30      1       0    0           0      45             44
## 211   12+ yrs  37      1       0    0           1      46             48
## 212   12+ yrs  28      2       1    0           0      47             51
## 213   12+ yrs  27      4       2    0           0      48             61
## 214   12+ yrs  26      2       1    0           0      49             49
## 215   12+ yrs  38      3       1    0           0      50             60
## 216   12+ yrs  24      3       2    0           0      51             56
## 217   12+ yrs  36      5       2    0           1      52             62
## 218   12+ yrs  27      3       2    0           0      53             57
## 219   12+ yrs  28      1       0    0           1      54             42
## 220   12+ yrs  29      2       1    0           1      55             52
## 221   12+ yrs  36      2       0    0           1      56             55
## 222   12+ yrs  28      2       2    0           0      57             51
## 223   12+ yrs  28      2       1    0           0      58             51
## 224   12+ yrs  28      1       0    0           0      59             42
## 225   12+ yrs  27      2       1    0           0      60             50
## 226   12+ yrs  35      2       1    0           0      61             54
## 227   12+ yrs  25      1       1    0           0      62             41
## 228   12+ yrs  34      1       0    0           0      63             47
## 229   12+ yrs  31      2       1    0           0      64             53
## 230   12+ yrs  26      2       0    0           2      65             49
## 231   12+ yrs  32      1       1    0           0      66             46
## 232   12+ yrs  21      1       0    0           0      67             39
## 233   12+ yrs  28      3       2    0           0      68             58
## 234   12+ yrs  37      3       0    0           2      69             59
## 235   12+ yrs  25      1       1    0           0      70             41
## 236   12+ yrs  32      1       0    0           0      71             46
## 237   12+ yrs  25      1       1    0           0      72             41
## 238   12+ yrs  31      1       0    0           0      73             45
## 239   12+ yrs  38      6       0    0           2      74             63
## 240   12+ yrs  26      2       1    0           1      75             49
## 241   12+ yrs  31      1       1    0           0      76             45
## 242   12+ yrs  31      2       0    0           1      77             53
## 243   12+ yrs  25      1       0    0           1      78             41
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## 246   12+ yrs  35      2       2    0           0      81             54
## 247   12+ yrs  29      1       0    0           1      82             43
## 248   12+ yrs  23      1       0    0           1      83             40
## 
## $net.result
## $net.result[[1]]
##             [,1]
## 1   0.6381886937
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## 244 0.6696785249
## 245 0.1378609763
## 246 0.3652309692
## 247 0.6306872676
## 248 0.4572264712
## 
## 
## $weights
## $weights[[1]]
## $weights[[1]][[1]]
##               [,1]           [,2]
## [1,] -5.0094714367  68.4317397214
## [2,]  0.1740564424  -0.9907957992
## [3,] -5.7289785530   1.8944089351
## [4,]  5.0288988524 -13.8996758380
## [5,]  6.9130111708 -21.1556890575
## 
## $weights[[1]][[2]]
##               [,1]
## [1,]  0.8434623315
## [2,]  3.0980843461
## [3,] -2.7014116547
## 
## 
## 
## $startweights
## $startweights[[1]]
## $startweights[[1]][[1]]
##                 [,1]           [,2]
## [1,]  2.068364343827 -0.49178808570
## [2,] -0.008618169108 -0.19668395125
## [3,] -1.908637807516  0.06472005073
## [4,] -0.917604859387  0.44341786758
## [5,]  1.389374691686 -1.11808975183
## 
## $startweights[[1]][[2]]
##               [,1]
## [1,] -1.4394988304
## [2,]  0.4317165319
## [3,] -0.8466984851
## 
## 
## 
## $generalized.weights
## $generalized.weights[[1]]
##                       [,1]                   [,2]                   [,3]
## 1   0.24548242411773002480 -0.4693660960056562081  3.4438246640933578568
## 2   0.07532642356771437897 -2.4793000060860723721  2.1763423759935949242
## 3   0.00000423020449299955 -0.0000080909072514185  0.0000593459979988110
## 4   0.00000480345459371494 -0.0001172029283908194  0.0001191741951337792
## 5   0.04078433046992378797 -0.3303288251671642195  0.6931390466822724417
## 6   0.00535660534412352955 -0.1612554756721981397  0.1475473273477579672
## 7   0.00063931141406632012 -0.0210426073842969116  0.0184712061927362128
## 8   0.00000997677093604082 -0.0003283802997272830  0.0002882523118509360
## 9   0.13383817272162953915 -4.4052148289899335509  3.8668987138271058157
## 10  0.00000497314418909002 -0.0001636884909826796  0.0001436857996302886
## 11  0.00090115322633584560 -0.0296609963629068177  0.0260364302671129699
## 12  0.00595739608921743314 -0.1904939319021329569  0.1694427886292061425
## 13  0.13154536190560578435 -4.3297481361034968472  3.8006540315439205635
## 14  0.00044828082955519077 -0.0147530150988043635  0.0129509647521078436
## 15  0.11640912833180902530 -3.7008773914751236234  3.3006858104785607999
## 16  0.06993697450440800045 -2.3019378969581971717  2.0206423805275730565
## 17  0.57790408453331398864 -1.1051328396195241321  8.1073850118063788273
## 18  0.11955563776284824917 -3.9351125086406923970  3.4542427779336484228
## 19  0.75633277088844075298 -4.9187734728039478327 12.2753411577173885405
## 20  0.02124897326997111230 -0.3872938215380100635  0.4642997912192527998
## 21  0.02169880807311615548 -0.7082301752220754310  0.6240648743194894266
## 22  0.13162306279840380041 -4.3274366643731863036  3.8005646644246016130
## 23  0.29397305096347797759 -2.0250379608810611387  4.8254768989454017714
## 24  0.03975034676777772225 -1.3082487261838948722  1.1484263065265536419
## 25  0.13387540927561039639 -4.4039497008619425955  3.8667804226823205838
## 26  0.00713936558991654178 -0.2300177724458530859  0.2038898687095516693
## 27  0.01094020793484048147 -0.3240588744420174749  0.2988131929280178345
## 28  0.34600223640281690951 -1.8815676283321904894  5.4389059429289297043
## 29  0.00882180073374651957 -0.2609448985516910069  0.2407775863091390078
## 30  0.00000176182313049704 -0.0000572122947506451  0.0000505305838574050
## 31  0.06828411549229945754 -2.2475344906053531524  1.9728872155308625480
## 32  0.00214161914176445043 -0.0704902942646636194  0.0618763991601727903
## 33  0.07532642356771437897 -2.4793000060860723721  2.1763423759935949242
## 34  0.35266777201376453554 -1.4799362108253535375  5.3337507773695751467
## 35  0.10211440255789989984 -3.3610416343654585525  2.9503238380198619772
## 36  0.03841987473020300192 -0.5717540559548540680  0.7778827159011689751
## 37  0.03975034676777772225 -1.3082487261838948722  1.1484263065265536419
## 38  0.03541575927745650720 -1.1656799575505703004  1.0232387884624678520
## 39  0.00000002289595470983 -0.0000007536086092741  0.0000006615178317166
## 40  0.10364181969880506551 -3.4113173115897508225  2.9944552328613633918
## 41  0.07912533743874775038 -2.5155369418654753844  2.2435273124907273434
## 42  0.00507633647187736257 -0.1670850120583166065  0.1466672667070843261
## 43  0.01393253920611080103 -0.4585823839888789610  0.4025437350232496381
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## 49   2.4524883112307684918
## 50   2.8536575312347172151
## 51   4.6776692740218051014
## 52   0.0042615326857096368
## 53   0.0824658138708764116
## 54   4.1163489456598973959
## 55  11.9216796100916120338
## 56   0.7207443118344307731
## 57   0.0300895955291647331
## 58   7.1435858576636217521
## 59   4.1163489456598973959
## 60   4.3865748778541675534
## 61   1.1155230925181509605
## 62   5.0003906641250592813
## 63   2.0939011102614091264
## 64  13.4043756125947748359
## 65   0.0212614153862050632
## 66   2.7120434281123784181
## 67   5.3156595090787144287
## 68   3.1323995899219974071
## 69   2.8079615796295080976
## 70   3.4846682508086854746
## 71   5.3282173272487201032
## 72   5.0003906641250592813
## 73   3.0525540447518140219
## 74  14.1925821859677512293
## 75   3.3271439015249710813
## 76   3.0525540447518140219
## 77   0.3244924129394983758
## 78   3.4846682508086854746
## 79   3.0525540447518140219
## 80   2.0939011102614091264
## 81   5.2247976328296914517
## 82   3.7645021631278212659
## 83   5.3121509780991980065
## 84   0.0000000005933710328
## 85   0.6519692887947721172
## 86   0.0000903258675593289
## 87   0.0000059977165757546
## 88   0.0509343408745792578
## 89   0.2878565519394967742
## 90   0.0253915734827578517
## 91   4.5111725753921065873
## 92   5.3156595090787144287
## 93   0.1949319499826474844
## 94   0.0002350706654420602
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## 97   0.0007680626114633607
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## 99   0.0252941354089682956
## 100  0.1606648741181732898
## 101  0.0427324921787860593
## 102  0.0003828637970165163
## 103  0.8997403903639533684
## 104  0.4689282272045475208
## 105  0.0006679306847457091
## 106  0.0001975186948633613
## 107  0.2390843891553824374
## 108  0.1642732480333904677
## 109  0.0015946029746382690
## 110  0.0011258695627844463
## 111  0.0000018243278422133
## 112  0.1494198218034246128
## 113  0.0012121625302770119
## 114  0.1205359970849130824
## 115  0.0850588273325141725
## 116  2.9917263919495287183
## 117  0.0003962480674822490
## 118  0.3968513860518562142
## 119  0.0006679306847457091
## 120  0.2390843891553824374
## 121  0.0425929687127308346
## 122  6.4881758122162809244
## 123  4.5178914510667267379
## 124  0.0006653860422511376
## 125  0.2016171895462193775
## 126  0.5533595760464740110
## 127  0.0009460271941365741
## 128  5.0479108587173779910
## 129  0.2833220895722590171
## 130  0.0300895955291647331
## 131 14.0058755452380108153
## 132  0.0212614153862050632
## 133  0.0005590843751405804
## 134 13.2901866536514212669
## 135  0.0434773973247026893
## 136  0.0824658138708764116
## 137  4.5178914510667267379
## 138  0.0357911619561971719
## 139  0.1200775904506225927
## 140  5.1999481358209695969
## 141  3.1213762318406477192
## 142  4.5178914510667267379
## 143  0.0252941354089682956
## 144  5.2247976328296914517
## 145  3.4846682508086854746
## 146  0.1699243362727760331
## 147  0.0003329491971190623
## 148  0.1383720389685461905
## 149  0.1205359970849130824
## 150  5.3156595090787144287
## 151  0.0149625389094158508
## 152  4.8095243600658177385
## 153  0.0359289002879639163
## 154  5.3282173272487201032
## 155  0.0359289002879639163
## 156  3.0525540447518140219
## 157  3.3271439015249710813
## 158  0.1014637114220770797
## 159  4.1838364195171333648
## 160  0.0359289002879639163
## 161  0.1014637114220770797
## 162  0.1699243362727760331
## 163  0.0006679306847457091
## 164  3.7645021631278212659
## 165  5.3121509780991980065
## 166  0.0000000005933710328
## 167  0.6519692887947721172
## 168  0.0000903258675593289
## 169 14.2931178416273727549
## 170  0.0000021711739749742
## 171  6.1439583819739853610
## 172  0.0253915734827578517
## 173  0.3839361623869206319
## 174  2.1567931757320972785
## 175  0.1949319499826474844
## 176  0.2311847265513652383
## 177  0.0000107651295004115
## 178  0.1014637114220770797
## 179  3.1410498774940052158
## 180  0.0506237240402850064
## 181  0.0001659654678357164
## 182  0.0200547938680294274
## 183  3.8425147235309400351
## 184  0.0582075603572445519
## 185  2.3373413979008659247
## 186  0.4689282272045475208
## 187  0.0006679306847457091
## 188  3.1213762318406477192
## 189  1.5786998705864603298
## 190  4.3865748778541675534
## 191  0.0015946029746382690
## 192  0.0011258695627844463
## 193  0.0000018243278422133
## 194 12.7707382741648949320
## 195  0.0012121625302770119
## 196  0.1205359970849130824
## 197  0.0005612339966951690
## 198  0.6519692887947721172
## 199  4.5111725753921065873
## 200  0.3968513860518562142
## 201  0.0006679306847457091
## 202  0.2390843891553824374
## 203  0.0425929687127308346
## 204  0.0009140788991022084
## 205  0.0604253190236305263
## 206  0.0000043557359902489
## 207  0.2016171895462193775
## 208  0.5533595760464740110
## 209  0.0009460271941365741
## 210  0.0853846401831443308
## 211  1.3612685737180230117
## 212  0.0300895955291647331
## 213  0.0000409479315119448
## 214  0.0212614153862050632
## 215  0.0005590843751405804
## 216  0.0074632705226520442
## 217  0.0694347671873578876
## 218  0.0125748438521566426
## 219  4.1163489456598973959
## 220  5.0177697543405628267
## 221  0.7427098838765084921
## 222  3.1213762318406477192
## 223  0.0300895955291647331
## 224  0.0604253190236305263
## 225  0.0252941354089682956
## 226  0.1010771343222088836
## 227  3.4846682508086854746
## 228  0.1699243362727760331
## 229  0.0506237240402850064
## 230  3.3271439015249710813
## 231  5.3282173272487201032
## 232  0.0179394554915039625
## 233  0.0149625389094158508
## 234  2.8079615796295080976
## 235  3.4846682508086854746
## 236  0.1205359970849130824
## 237  3.4846682508086854746
## 238  0.1014637114220770797
## 239 14.1925821859677512293
## 240  5.3549098559333456748
## 241  5.2245957907791824582
## 242  0.3244924129394983758
## 243  5.0003906641250592813
## 244  3.0525540447518140219
## 245  0.1699243362727760331
## 246  5.2247976328296914517
## 247  3.7645021631278212659
## 248  5.3121509780991980065
## 
## 
## $result.matrix
##                                          1
## error                     119.001994975424
## reached.threshold           0.009653881673
## steps                   25728.000000000000
## Intercept.to.1layhid1      -5.009471436652
## age.to.1layhid1             0.174056442389
## parity.to.1layhid1         -5.728978553025
## induced.to.1layhid1         5.028898852414
## spontaneous.to.1layhid1     6.913011170794
## Intercept.to.1layhid2      68.431739721415
## age.to.1layhid2            -0.990795799155
## parity.to.1layhid2          1.894408935104
## induced.to.1layhid2       -13.899675838040
## spontaneous.to.1layhid2   -21.155689057472
## Intercept.to.case           0.843462331466
## 1layhid.1.to.case           3.098084346064
## 1layhid.2.to.case          -2.701411654670
## 
## attr(,"class")
## [1] "nn"
garson(nn)

out <- cbind(nn$covariate,nn$net.result[[1]])
dimnames(out) <- list(NULL,c("age","parity","induced","spontaneous","nn-output"))
head(out)
##      age parity induced spontaneous    nn-output
## [1,]  26      6       1           2 0.6381886937
## [2,]  42      1       1           0 0.6726223279
## [3,]  39      6       2           0 0.1349427526
## [4,]  34      4       2           0 0.1349447463
## [5,]  35      3       1           1 0.1446619634
## [6,]  36      4       2           1 0.7049984268
nn.bp <- neuralnet(case~age+parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce",
                   linear.output=FALSE, algorithm="backprop", learningrate=0.01)
nn.bp
## $call
## neuralnet(formula = case ~ age + parity + induced + spontaneous, 
##     data = infert, hidden = 2, learningrate = 0.01, algorithm = "backprop", 
##     err.fct = "ce", linear.output = FALSE)
## 
## $response
##     case
## 1      1
## 2      1
## 3      1
## 4      1
## 5      1
## 6      1
## 7      1
## 8      1
## 9      1
## 10     1
## 11     1
## 12     1
## 13     1
## 14     1
## 15     1
## 16     1
## 17     1
## 18     1
## 19     1
## 20     1
## 21     1
## 22     1
## 23     1
## 24     1
## 25     1
## 26     1
## 27     1
## 28     1
## 29     1
## 30     1
## 31     1
## 32     1
## 33     1
## 34     1
## 35     1
## 36     1
## 37     1
## 38     1
## 39     1
## 40     1
## 41     1
## 42     1
## 43     1
## 44     1
## 45     1
## 46     1
## 47     1
## 48     1
## 49     1
## 50     1
## 51     1
## 52     1
## 53     1
## 54     1
## 55     1
## 56     1
## 57     1
## 58     1
## 59     1
## 60     1
## 61     1
## 62     1
## 63     1
## 64     1
## 65     1
## 66     1
## 67     1
## 68     1
## 69     1
## 70     1
## 71     1
## 72     1
## 73     1
## 74     1
## 75     1
## 76     1
## 77     1
## 78     1
## 79     1
## 80     1
## 81     1
## 82     1
## 83     1
## 84     0
## 85     0
## 86     0
## 87     0
## 88     0
## 89     0
## 90     0
## 91     0
## 92     0
## 93     0
## 94     0
## 95     0
## 96     0
## 97     0
## 98     0
## 99     0
## 100    0
## 101    0
## 102    0
## 103    0
## 104    0
## 105    0
## 106    0
## 107    0
## 108    0
## 109    0
## 110    0
## 111    0
## 112    0
## 113    0
## 114    0
## 115    0
## 116    0
## 117    0
## 118    0
## 119    0
## 120    0
## 121    0
## 122    0
## 123    0
## 124    0
## 125    0
## 126    0
## 127    0
## 128    0
## 129    0
## 130    0
## 131    0
## 132    0
## 133    0
## 134    0
## 135    0
## 136    0
## 137    0
## 138    0
## 139    0
## 140    0
## 141    0
## 142    0
## 143    0
## 144    0
## 145    0
## 146    0
## 147    0
## 148    0
## 149    0
## 150    0
## 151    0
## 152    0
## 153    0
## 154    0
## 155    0
## 156    0
## 157    0
## 158    0
## 159    0
## 160    0
## 161    0
## 162    0
## 163    0
## 164    0
## 165    0
## 166    0
## 167    0
## 168    0
## 169    0
## 170    0
## 171    0
## 172    0
## 173    0
## 174    0
## 175    0
## 176    0
## 177    0
## 178    0
## 179    0
## 180    0
## 181    0
## 182    0
## 183    0
## 184    0
## 185    0
## 186    0
## 187    0
## 188    0
## 189    0
## 190    0
## 191    0
## 192    0
## 193    0
## 194    0
## 195    0
## 196    0
## 197    0
## 198    0
## 199    0
## 200    0
## 201    0
## 202    0
## 203    0
## 204    0
## 205    0
## 206    0
## 207    0
## 208    0
## 209    0
## 210    0
## 211    0
## 212    0
## 213    0
## 214    0
## 215    0
## 216    0
## 217    0
## 218    0
## 219    0
## 220    0
## 221    0
## 222    0
## 223    0
## 224    0
## 225    0
## 226    0
## 227    0
## 228    0
## 229    0
## 230    0
## 231    0
## 232    0
## 233    0
## 234    0
## 235    0
## 236    0
## 237    0
## 238    0
## 239    0
## 240    0
## 241    0
## 242    0
## 243    0
## 244    0
## 245    0
## 246    0
## 247    0
## 248    0
## 
## $covariate
##        [,1] [,2] [,3] [,4]
##   [1,]   26    6    1    2
##   [2,]   42    1    1    0
##   [3,]   39    6    2    0
##   [4,]   34    4    2    0
##   [5,]   35    3    1    1
##   [6,]   36    4    2    1
##   [7,]   23    1    0    0
##   [8,]   32    2    0    0
##   [9,]   21    1    0    1
##  [10,]   28    2    0    0
##  [11,]   29    2    1    0
##  [12,]   37    4    2    1
##  [13,]   31    1    1    0
##  [14,]   29    3    2    0
##  [15,]   31    2    1    1
##  [16,]   27    2    2    0
##  [17,]   30    5    2    1
##  [18,]   26    1    0    1
##  [19,]   25    3    2    1
##  [20,]   44    1    0    1
##  [21,]   40    1    0    1
##  [22,]   35    2    2    0
##  [23,]   28    2    0    2
##  [24,]   36    1    0    1
##  [25,]   27    2    1    1
##  [26,]   40    2    0    2
##  [27,]   38    2    0    2
##  [28,]   34    3    0    2
##  [29,]   28    4    1    2
##  [30,]   30    4    2    0
##  [31,]   32    1    0    1
##  [32,]   34    2    1    0
##  [33,]   42    1    1    0
##  [34,]   32    2    0    2
##  [35,]   39    1    1    0
##  [36,]   35    2    0    2
##  [37,]   36    1    0    1
##  [38,]   34    3    1    2
##  [39,]   30    3    0    0
##  [40,]   28    1    0    1
##  [41,]   39    3    0    2
##  [42,]   35    1    0    0
##  [43,]   41    1    0    0
##  [44,]   37    2    1    1
##  [45,]   30    1    0    0
##  [46,]   37    1    1    0
##  [47,]   28    2    0    2
##  [48,]   27    4    2    0
##  [49,]   26    2    2    0
##  [50,]   38    3    0    2
##  [51,]   24    3    1    2
##  [52,]   36    5    1    2
##  [53,]   27    3    1    1
##  [54,]   28    1    0    1
##  [55,]   29    2    0    2
##  [56,]   36    2    0    2
##  [57,]   28    2    1    0
##  [58,]   28    2    0    2
##  [59,]   28    1    0    1
##  [60,]   27    2    0    2
##  [61,]   35    2    0    2
##  [62,]   25    1    0    1
##  [63,]   34    1    0    1
##  [64,]   31    2    0    2
##  [65,]   26    2    1    0
##  [66,]   32    1    0    1
##  [67,]   21    1    0    1
##  [68,]   28    3    1    2
##  [69,]   37    3    0    2
##  [70,]   25    1    1    0
##  [71,]   32    1    1    0
##  [72,]   25    1    0    1
##  [73,]   31    1    0    1
##  [74,]   38    6    0    2
##  [75,]   26    2    0    2
##  [76,]   31    1    0    1
##  [77,]   31    2    0    1
##  [78,]   25    1    1    0
##  [79,]   31    1    0    1
##  [80,]   34    1    0    1
##  [81,]   35    2    2    0
##  [82,]   29    1    0    1
##  [83,]   23    1    0    1
##  [84,]   26    6    2    0
##  [85,]   42    1    0    0
##  [86,]   39    6    2    0
##  [87,]   34    4    0    1
##  [88,]   35    3    2    0
##  [89,]   36    4    1    1
##  [90,]   23    1    0    0
##  [91,]   32    2    2    0
##  [92,]   21    1    0    1
##  [93,]   28    2    0    1
##  [94,]   29    2    0    0
##  [95,]   37    4    1    1
##  [96,]   31    1    0    0
##  [97,]   29    3    0    1
##  [98,]   31    2    1    0
##  [99,]   27    2    1    0
## [100,]   30    5    0    2
## [101,]   26    1    0    0
## [102,]   25    3    0    1
## [103,]   44    1    0    0
## [104,]   40    1    0    0
## [105,]   35    2    0    0
## [106,]   28    2    0    0
## [107,]   36    1    0    0
## [108,]   27    2    0    1
## [109,]   40    2    0    0
## [110,]   38    2    0    0
## [111,]   34    3    0    0
## [112,]   28    4    0    2
## [113,]   30    4    1    1
## [114,]   32    1    0    0
## [115,]   34    2    1    0
## [116,]   42    1    1    0
## [117,]   32    2    0    0
## [118,]   39    1    0    0
## [119,]   35    2    0    0
## [120,]   36    1    0    0
## [121,]   34    3    2    0
## [122,]   30    3    0    2
## [123,]   28    1    1    0
## [124,]   39    3    1    0
## [125,]   35    1    0    0
## [126,]   41    1    0    0
## [127,]   37    2    0    0
## [128,]   30    1    1    0
## [129,]   37    1    0    0
## [130,]   28    2    1    0
## [131,]   27    4    2    1
## [132,]   26    2    1    0
## [133,]   38    3    1    0
## [134,]   24    3    2    1
## [135,]   36    5    1    1
## [136,]   27    3    1    1
## [137,]   28    1    1    0
## [138,]   29    2    1    0
## [139,]   36    2    1    0
## [140,]   28    2    1    1
## [141,]   28    2    2    0
## [142,]   28    1    1    0
## [143,]   27    2    1    0
## [144,]   35    2    2    0
## [145,]   25    1    1    0
## [146,]   34    1    0    0
## [147,]   31    2    0    0
## [148,]   26    2    0    1
## [149,]   32    1    0    0
## [150,]   21    1    0    1
## [151,]   28    3    2    0
## [152,]   37    3    1    1
## [153,]   25    1    0    0
## [154,]   32    1    1    0
## [155,]   25    1    0    0
## [156,]   31    1    0    1
## [157,]   26    2    0    2
## [158,]   31    1    0    0
## [159,]   31    2    2    0
## [160,]   25    1    0    0
## [161,]   31    1    0    0
## [162,]   34    1    0    0
## [163,]   35    2    0    0
## [164,]   29    1    0    1
## [165,]   23    1    0    1
## [166,]   26    6    2    0
## [167,]   42    1    0    0
## [168,]   39    6    2    0
## [169,]   34    4    0    2
## [170,]   35    3    0    0
## [171,]   36    4    0    2
## [172,]   23    1    0    0
## [173,]   32    2    0    1
## [174,]   21    1    1    0
## [175,]   28    2    0    1
## [176,]   29    2    0    1
## [177,]   37    4    0    1
## [178,]   31    1    0    0
## [179,]   29    3    0    2
## [180,]   31    2    1    0
## [181,]   27    2    0    0
## [182,]   30    5    1    2
## [183,]   26    1    1    0
## [184,]   25    3    1    1
## [185,]   44    1    1    0
## [186,]   40    1    0    0
## [187,]   35    2    0    0
## [188,]   28    2    2    0
## [189,]   36    1    0    1
## [190,]   27    2    0    2
## [191,]   40    2    0    0
## [192,]   38    2    0    0
## [193,]   34    3    0    0
## [194,]   28    4    2    1
## [195,]   30    4    1    1
## [196,]   32    1    0    0
## [197,]   34    2    0    0
## [198,]   42    1    0    0
## [199,]   32    2    2    0
## [200,]   39    1    0    0
## [201,]   35    2    0    0
## [202,]   36    1    0    0
## [203,]   34    3    2    0
## [204,]   30    3    0    1
## [205,]   28    1    0    0
## [206,]   39    3    0    0
## [207,]   35    1    0    0
## [208,]   41    1    0    0
## [209,]   37    2    0    0
## [210,]   30    1    0    0
## [211,]   37    1    0    1
## [212,]   28    2    1    0
## [213,]   27    4    2    0
## [214,]   26    2    1    0
## [215,]   38    3    1    0
## [216,]   24    3    2    0
## [217,]   36    5    2    1
## [218,]   27    3    2    0
## [219,]   28    1    0    1
## [220,]   29    2    1    1
## [221,]   36    2    0    1
## [222,]   28    2    2    0
## [223,]   28    2    1    0
## [224,]   28    1    0    0
## [225,]   27    2    1    0
## [226,]   35    2    1    0
## [227,]   25    1    1    0
## [228,]   34    1    0    0
## [229,]   31    2    1    0
## [230,]   26    2    0    2
## [231,]   32    1    1    0
## [232,]   21    1    0    0
## [233,]   28    3    2    0
## [234,]   37    3    0    2
## [235,]   25    1    1    0
## [236,]   32    1    0    0
## [237,]   25    1    1    0
## [238,]   31    1    0    0
## [239,]   38    6    0    2
## [240,]   26    2    1    1
## [241,]   31    1    1    0
## [242,]   31    2    0    1
## [243,]   25    1    0    1
## [244,]   31    1    0    1
## [245,]   34    1    0    0
## [246,]   35    2    2    0
## [247,]   29    1    0    1
## [248,]   23    1    0    1
## 
## $model.list
## $model.list$response
## [1] "case"
## 
## $model.list$variables
## [1] "age"         "parity"      "induced"     "spontaneous"
## 
## 
## $err.fct
## function (x, y) 
## {
##     -(y * log(x) + (1 - y) * log(1 - x))
## }
## <bytecode: 0x55cd21338dd8>
## <environment: 0x55cd22ef4380>
## attr(,"type")
## [1] "ce"
## 
## $act.fct
## function (x) 
## {
##     1/(1 + exp(-x))
## }
## <bytecode: 0x55cd23860450>
## <environment: 0x55cd22ef4380>
## attr(,"type")
## [1] "logistic"
## 
## $linear.output
## [1] FALSE
## 
## $data
##     education age parity induced case spontaneous stratum pooled.stratum
## 1      0-5yrs  26      6       1    1           2       1              3
## 2      0-5yrs  42      1       1    1           0       2              1
## 3      0-5yrs  39      6       2    1           0       3              4
## 4      0-5yrs  34      4       2    1           0       4              2
## 5     6-11yrs  35      3       1    1           1       5             32
## 6     6-11yrs  36      4       2    1           1       6             36
## 7     6-11yrs  23      1       0    1           0       7              6
## 8     6-11yrs  32      2       0    1           0       8             22
## 9     6-11yrs  21      1       0    1           1       9              5
## 10    6-11yrs  28      2       0    1           0      10             19
## 11    6-11yrs  29      2       1    1           0      11             20
## 12    6-11yrs  37      4       2    1           1      12             37
## 13    6-11yrs  31      1       1    1           0      13              9
## 14    6-11yrs  29      3       2    1           0      14             29
## 15    6-11yrs  31      2       1    1           1      15             21
## 16    6-11yrs  27      2       2    1           0      16             18
## 17    6-11yrs  30      5       2    1           1      17             38
## 18    6-11yrs  26      1       0    1           1      18              7
## 19    6-11yrs  25      3       2    1           1      19             28
## 20    6-11yrs  44      1       0    1           1      20             17
## 21    6-11yrs  40      1       0    1           1      21             14
## 22    6-11yrs  35      2       2    1           0      22             24
## 23    6-11yrs  28      2       0    1           2      23             19
## 24    6-11yrs  36      1       0    1           1      24             12
## 25    6-11yrs  27      2       1    1           1      25             18
## 26    6-11yrs  40      2       0    1           2      26             27
## 27    6-11yrs  38      2       0    1           2      27             26
## 28    6-11yrs  34      3       0    1           2      28             31
## 29    6-11yrs  28      4       1    1           2      29             34
## 30    6-11yrs  30      4       2    1           0      30             35
## 31    6-11yrs  32      1       0    1           1      31             10
## 32    6-11yrs  34      2       1    1           0      32             23
## 33    6-11yrs  42      1       1    1           0      33             16
## 34    6-11yrs  32      2       0    1           2      34             22
## 35    6-11yrs  39      1       1    1           0      35             13
## 36    6-11yrs  35      2       0    1           2      36             24
## 37    6-11yrs  36      1       0    1           1      37             12
## 38    6-11yrs  34      3       1    1           2      38             31
## 39    6-11yrs  30      3       0    1           0      39             30
## 40    6-11yrs  28      1       0    1           1      40              8
## 41    6-11yrs  39      3       0    1           2      41             33
## 42    6-11yrs  35      1       0    1           0      42             11
## 43    6-11yrs  41      1       0    1           0      43             15
## 44    6-11yrs  37      2       1    1           1      44             25
## 45    12+ yrs  30      1       0    1           0      45             44
## 46    12+ yrs  37      1       1    1           0      46             48
## 47    12+ yrs  28      2       0    1           2      47             51
## 48    12+ yrs  27      4       2    1           0      48             61
## 49    12+ yrs  26      2       2    1           0      49             49
## 50    12+ yrs  38      3       0    1           2      50             60
## 51    12+ yrs  24      3       1    1           2      51             56
## 52    12+ yrs  36      5       1    1           2      52             62
## 53    12+ yrs  27      3       1    1           1      53             57
## 54    12+ yrs  28      1       0    1           1      54             42
## 55    12+ yrs  29      2       0    1           2      55             52
## 56    12+ yrs  36      2       0    1           2      56             55
## 57    12+ yrs  28      2       1    1           0      57             51
## 58    12+ yrs  28      2       0    1           2      58             51
## 59    12+ yrs  28      1       0    1           1      59             42
## 60    12+ yrs  27      2       0    1           2      60             50
## 61    12+ yrs  35      2       0    1           2      61             54
## 62    12+ yrs  25      1       0    1           1      62             41
## 63    12+ yrs  34      1       0    1           1      63             47
## 64    12+ yrs  31      2       0    1           2      64             53
## 65    12+ yrs  26      2       1    1           0      65             49
## 66    12+ yrs  32      1       0    1           1      66             46
## 67    12+ yrs  21      1       0    1           1      67             39
## 68    12+ yrs  28      3       1    1           2      68             58
## 69    12+ yrs  37      3       0    1           2      69             59
## 70    12+ yrs  25      1       1    1           0      70             41
## 71    12+ yrs  32      1       1    1           0      71             46
## 72    12+ yrs  25      1       0    1           1      72             41
## 73    12+ yrs  31      1       0    1           1      73             45
## 74    12+ yrs  38      6       0    1           2      74             63
## 75    12+ yrs  26      2       0    1           2      75             49
## 76    12+ yrs  31      1       0    1           1      76             45
## 77    12+ yrs  31      2       0    1           1      77             53
## 78    12+ yrs  25      1       1    1           0      78             41
## 79    12+ yrs  31      1       0    1           1      79             45
## 80    12+ yrs  34      1       0    1           1      80             47
## 81    12+ yrs  35      2       2    1           0      81             54
## 82    12+ yrs  29      1       0    1           1      82             43
## 83    12+ yrs  23      1       0    1           1      83             40
## 84     0-5yrs  26      6       2    0           0       1              3
## 85     0-5yrs  42      1       0    0           0       2              1
## 86     0-5yrs  39      6       2    0           0       3              4
## 87     0-5yrs  34      4       0    0           1       4              2
## 88    6-11yrs  35      3       2    0           0       5             32
## 89    6-11yrs  36      4       1    0           1       6             36
## 90    6-11yrs  23      1       0    0           0       7              6
## 91    6-11yrs  32      2       2    0           0       8             22
## 92    6-11yrs  21      1       0    0           1       9              5
## 93    6-11yrs  28      2       0    0           1      10             19
## 94    6-11yrs  29      2       0    0           0      11             20
## 95    6-11yrs  37      4       1    0           1      12             37
## 96    6-11yrs  31      1       0    0           0      13              9
## 97    6-11yrs  29      3       0    0           1      14             29
## 98    6-11yrs  31      2       1    0           0      15             21
## 99    6-11yrs  27      2       1    0           0      16             18
## 100   6-11yrs  30      5       0    0           2      17             38
## 101   6-11yrs  26      1       0    0           0      18              7
## 102   6-11yrs  25      3       0    0           1      19             28
## 103   6-11yrs  44      1       0    0           0      20             17
## 104   6-11yrs  40      1       0    0           0      21             14
## 105   6-11yrs  35      2       0    0           0      22             24
## 106   6-11yrs  28      2       0    0           0      23             19
## 107   6-11yrs  36      1       0    0           0      24             12
## 108   6-11yrs  27      2       0    0           1      25             18
## 109   6-11yrs  40      2       0    0           0      26             27
## 110   6-11yrs  38      2       0    0           0      27             26
## 111   6-11yrs  34      3       0    0           0      28             31
## 112   6-11yrs  28      4       0    0           2      29             34
## 113   6-11yrs  30      4       1    0           1      30             35
## 114   6-11yrs  32      1       0    0           0      31             10
## 115   6-11yrs  34      2       1    0           0      32             23
## 116   6-11yrs  42      1       1    0           0      33             16
## 117   6-11yrs  32      2       0    0           0      34             22
## 118   6-11yrs  39      1       0    0           0      35             13
## 119   6-11yrs  35      2       0    0           0      36             24
## 120   6-11yrs  36      1       0    0           0      37             12
## 121   6-11yrs  34      3       2    0           0      38             31
## 122   6-11yrs  30      3       0    0           2      39             30
## 123   6-11yrs  28      1       1    0           0      40              8
## 124   6-11yrs  39      3       1    0           0      41             33
## 125   6-11yrs  35      1       0    0           0      42             11
## 126   6-11yrs  41      1       0    0           0      43             15
## 127   6-11yrs  37      2       0    0           0      44             25
## 128   12+ yrs  30      1       1    0           0      45             44
## 129   12+ yrs  37      1       0    0           0      46             48
## 130   12+ yrs  28      2       1    0           0      47             51
## 131   12+ yrs  27      4       2    0           1      48             61
## 132   12+ yrs  26      2       1    0           0      49             49
## 133   12+ yrs  38      3       1    0           0      50             60
## 134   12+ yrs  24      3       2    0           1      51             56
## 135   12+ yrs  36      5       1    0           1      52             62
## 136   12+ yrs  27      3       1    0           1      53             57
## 137   12+ yrs  28      1       1    0           0      54             42
## 138   12+ yrs  29      2       1    0           0      55             52
## 139   12+ yrs  36      2       1    0           0      56             55
## 140   12+ yrs  28      2       1    0           1      57             51
## 141   12+ yrs  28      2       2    0           0      58             51
## 142   12+ yrs  28      1       1    0           0      59             42
## 143   12+ yrs  27      2       1    0           0      60             50
## 144   12+ yrs  35      2       2    0           0      61             54
## 145   12+ yrs  25      1       1    0           0      62             41
## 146   12+ yrs  34      1       0    0           0      63             47
## 147   12+ yrs  31      2       0    0           0      64             53
## 148   12+ yrs  26      2       0    0           1      65             49
## 149   12+ yrs  32      1       0    0           0      66             46
## 150   12+ yrs  21      1       0    0           1      67             39
## 151   12+ yrs  28      3       2    0           0      68             58
## 152   12+ yrs  37      3       1    0           1      69             59
## 153   12+ yrs  25      1       0    0           0      70             41
## 154   12+ yrs  32      1       1    0           0      71             46
## 155   12+ yrs  25      1       0    0           0      72             41
## 156   12+ yrs  31      1       0    0           1      73             45
## 157   12+ yrs  26      2       0    0           2      75             49
## 158   12+ yrs  31      1       0    0           0      76             45
## 159   12+ yrs  31      2       2    0           0      77             53
## 160   12+ yrs  25      1       0    0           0      78             41
## 161   12+ yrs  31      1       0    0           0      79             45
## 162   12+ yrs  34      1       0    0           0      80             47
## 163   12+ yrs  35      2       0    0           0      81             54
## 164   12+ yrs  29      1       0    0           1      82             43
## 165   12+ yrs  23      1       0    0           1      83             40
## 166    0-5yrs  26      6       2    0           0       1              3
## 167    0-5yrs  42      1       0    0           0       2              1
## 168    0-5yrs  39      6       2    0           0       3              4
## 169    0-5yrs  34      4       0    0           2       4              2
## 170   6-11yrs  35      3       0    0           0       5             32
## 171   6-11yrs  36      4       0    0           2       6             36
## 172   6-11yrs  23      1       0    0           0       7              6
## 173   6-11yrs  32      2       0    0           1       8             22
## 174   6-11yrs  21      1       1    0           0       9              5
## 175   6-11yrs  28      2       0    0           1      10             19
## 176   6-11yrs  29      2       0    0           1      11             20
## 177   6-11yrs  37      4       0    0           1      12             37
## 178   6-11yrs  31      1       0    0           0      13              9
## 179   6-11yrs  29      3       0    0           2      14             29
## 180   6-11yrs  31      2       1    0           0      15             21
## 181   6-11yrs  27      2       0    0           0      16             18
## 182   6-11yrs  30      5       1    0           2      17             38
## 183   6-11yrs  26      1       1    0           0      18              7
## 184   6-11yrs  25      3       1    0           1      19             28
## 185   6-11yrs  44      1       1    0           0      20             17
## 186   6-11yrs  40      1       0    0           0      21             14
## 187   6-11yrs  35      2       0    0           0      22             24
## 188   6-11yrs  28      2       2    0           0      23             19
## 189   6-11yrs  36      1       0    0           1      24             12
## 190   6-11yrs  27      2       0    0           2      25             18
## 191   6-11yrs  40      2       0    0           0      26             27
## 192   6-11yrs  38      2       0    0           0      27             26
## 193   6-11yrs  34      3       0    0           0      28             31
## 194   6-11yrs  28      4       2    0           1      29             34
## 195   6-11yrs  30      4       1    0           1      30             35
## 196   6-11yrs  32      1       0    0           0      31             10
## 197   6-11yrs  34      2       0    0           0      32             23
## 198   6-11yrs  42      1       0    0           0      33             16
## 199   6-11yrs  32      2       2    0           0      34             22
## 200   6-11yrs  39      1       0    0           0      35             13
## 201   6-11yrs  35      2       0    0           0      36             24
## 202   6-11yrs  36      1       0    0           0      37             12
## 203   6-11yrs  34      3       2    0           0      38             31
## 204   6-11yrs  30      3       0    0           1      39             30
## 205   6-11yrs  28      1       0    0           0      40              8
## 206   6-11yrs  39      3       0    0           0      41             33
## 207   6-11yrs  35      1       0    0           0      42             11
## 208   6-11yrs  41      1       0    0           0      43             15
## 209   6-11yrs  37      2       0    0           0      44             25
## 210   12+ yrs  30      1       0    0           0      45             44
## 211   12+ yrs  37      1       0    0           1      46             48
## 212   12+ yrs  28      2       1    0           0      47             51
## 213   12+ yrs  27      4       2    0           0      48             61
## 214   12+ yrs  26      2       1    0           0      49             49
## 215   12+ yrs  38      3       1    0           0      50             60
## 216   12+ yrs  24      3       2    0           0      51             56
## 217   12+ yrs  36      5       2    0           1      52             62
## 218   12+ yrs  27      3       2    0           0      53             57
## 219   12+ yrs  28      1       0    0           1      54             42
## 220   12+ yrs  29      2       1    0           1      55             52
## 221   12+ yrs  36      2       0    0           1      56             55
## 222   12+ yrs  28      2       2    0           0      57             51
## 223   12+ yrs  28      2       1    0           0      58             51
## 224   12+ yrs  28      1       0    0           0      59             42
## 225   12+ yrs  27      2       1    0           0      60             50
## 226   12+ yrs  35      2       1    0           0      61             54
## 227   12+ yrs  25      1       1    0           0      62             41
## 228   12+ yrs  34      1       0    0           0      63             47
## 229   12+ yrs  31      2       1    0           0      64             53
## 230   12+ yrs  26      2       0    0           2      65             49
## 231   12+ yrs  32      1       1    0           0      66             46
## 232   12+ yrs  21      1       0    0           0      67             39
## 233   12+ yrs  28      3       2    0           0      68             58
## 234   12+ yrs  37      3       0    0           2      69             59
## 235   12+ yrs  25      1       1    0           0      70             41
## 236   12+ yrs  32      1       0    0           0      71             46
## 237   12+ yrs  25      1       1    0           0      72             41
## 238   12+ yrs  31      1       0    0           0      73             45
## 239   12+ yrs  38      6       0    0           2      74             63
## 240   12+ yrs  26      2       1    0           1      75             49
## 241   12+ yrs  31      1       1    0           0      76             45
## 242   12+ yrs  31      2       0    0           1      77             53
## 243   12+ yrs  25      1       0    0           1      78             41
## 244   12+ yrs  31      1       0    0           1      79             45
## 245   12+ yrs  34      1       0    0           0      80             47
## 246   12+ yrs  35      2       2    0           0      81             54
## 247   12+ yrs  29      1       0    0           1      82             43
## 248   12+ yrs  23      1       0    0           1      83             40
## 
## $net.result
## $net.result[[1]]
##             [,1]
## 1   0.3346702702
## 2   0.3346705212
## 3   0.3346701356
## 4   0.3346703821
## 5   0.3346704192
## 6   0.3346702304
## 7   0.3347423541
## 8   0.3346721673
## 9   0.3347621639
## 10  0.3346765485
## 11  0.3346762222
## 12  0.3346702047
## 13  0.3346793520
## 14  0.3346729970
## 15  0.3346725954
## 16  0.3346837974
## 17  0.3346703419
## 18  0.3346921010
## 19  0.3346766166
## 20  0.3346702534
## 21  0.3346705244
## 22  0.3346715071
## 23  0.3346734417
## 24  0.3346713776
## 25  0.3346778959
## 26  0.3346702335
## 27  0.3346703158
## 28  0.3346703482
## 29  0.3346707083
## 30  0.3346709295
## 31  0.3346740630
## 32  0.3346715810
## 33  0.3346705212
## 34  0.3346711802
## 35  0.3346710583
## 36  0.3346705728
## 37  0.3346713776
## 38  0.3346704066
## 39  0.3346714751
## 40  0.3346825143
## 41  0.3346701799
## 42  0.3346724454
## 43  0.3346705423
## 44  0.3346705692
## 45  0.3346798457
## 46  0.3346717792
## 47  0.3346734417
## 48  0.3346720233
## 49  0.3346883345
## 50  0.3346701974
## 51  0.3346750392
## 52  0.3346701490
## 53  0.3346730204
## 54  0.3346825143
## 55  0.3346726156
## 56  0.3346704617
## 57  0.3346782454
## 58  0.3346734417
## 59  0.3346825143
## 60  0.3346745420
## 61  0.3346705728
## 62  0.3346993929
## 63  0.3346723456
## 64  0.3346715298
## 65  0.3346845290
## 66  0.3346740630
## 67  0.3347621639
## 68  0.3346716878
## 69  0.3346702207
## 70  0.3347216123
## 71  0.3346770530
## 72  0.3346993929
## 73  0.3346753695
## 74  0.3346701308
## 75  0.3346760075
## 76  0.3346753695
## 77  0.3346720795
## 78  0.3347216123
## 79  0.3346753695
## 80  0.3346723456
## 81  0.3346715071
## 82  0.3346794273
## 83  0.3347220328
## 84  0.3346704774
## 85  0.3346704388
## 86  0.3346701356
## 87  0.3346702418
## 88  0.3346706411
## 89  0.3346702088
## 90  0.3347423541
## 91  0.3346733882
## 92  0.3347621639
## 93  0.3346747406
## 94  0.3346749481
## 95  0.3346701885
## 96  0.3346774237
## 97  0.3346714171
## 98  0.3346735627
## 99  0.3346809401
## 100 0.3346702237
## 101 0.3347007090
## 102 0.3346741872
## 103 0.3346703029
## 104 0.3346706801
## 105 0.3346709905
## 106 0.3346765485
## 107 0.3346718676
## 108 0.3346762720
## 109 0.3346703331
## 110 0.3346704925
## 111 0.3346705554
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## 
## 
## $result.matrix
##                                        1
## error                   158.085954774715
## reached.threshold         0.009983467545
## steps                   370.000000000000
## Intercept.to.1layhid1     0.057882367738
## age.to.1layhid1          -1.029960130362
## parity.to.1layhid1       -0.093534553687
## induced.to.1layhid1       0.958071136721
## spontaneous.to.1layhid1   0.057151267467
## Intercept.to.1layhid2    -0.756865231559
## age.to.1layhid2           0.286667695456
## parity.to.1layhid2        0.987799465912
## induced.to.1layhid2      -0.234518712623
## spontaneous.to.1layhid2   0.330676658557
## Intercept.to.case        -0.388430253932
## 1layhid.1.to.case        -0.635139991103
## 1layhid.2.to.case        -0.298707361330
## 
## attr(,"class")
## [1] "nn"
garson(nn.bp)

library(nnet)

nn.nnet <- nnet(case~age+parity+induced+spontaneous, data=infert, size=2, entropy=T, abstol=0.01)
## # weights:  13
## initial  value 166.442715 
## iter  10 value 158.085587
## final  value 158.085548 
## converged
nn.nnet
## a 4-2-1 network with 13 weights
## inputs: age parity induced spontaneous 
## output(s): case 
## options were - entropy fitting
garson(nn.nnet)

 head(nn$generalized.weights[[1]])
##                [,1]               [,2]            [,3]             [,4]
## 1 0.245482424117730 -0.469366096005656 3.4438246640934 5.24159563360214
## 2 0.075326423567714 -2.479300006086072 2.1763423759936 2.99172639194953
## 3 0.000004230204493 -0.000008090907251 0.0000593459980 0.00009032586756
## 4 0.000004803454594 -0.000117202928391 0.0001191741951 0.00016655112337
## 5 0.040784330469924 -0.330328825167164 0.6931390466823 1.02031911841483
## 6 0.005356605344124 -0.161255475672198 0.1475473273478 0.20383089146251
plot(nn)
par(mfrow=c(2,2))
gwplot(nn,selected.covariate="age",min=-2.5, max=5)
gwplot(nn,selected.covariate="parity",min=-2.5, max=5)
gwplot(nn,selected.covariate="induced",min=-2.5, max=5)
gwplot(nn,selected.covariate="spontaneous",min=-2.5, max=5)

test.data <- matrix(c(22,1,0,0,
                      22,1,1,0,
                      22,1,0,1,
                      22,1,1,1),byrow=TRUE, ncol=4)

new.output <- compute(nn,covariate=test.data)

new.output$net.result
##              [,1]
## [1,] 0.1353034242
## [2,] 0.1903238102
## [3,] 0.4241007428
## [4,] 0.7720752682
nn.new <- neuralnet(case~parity+induced+spontaneous, data=infert, hidden=2, err.fct="ce", linear.output=FALSE)

plot(nn.new)
garson(nn.new)


ci <- confidence.interval(nn.new, alpha=0.05)
ci$lower.ci
## [[1]]
## [[1]][[1]]
##                 [,1]          [,2]
## [1,]   0.06707079059  -5.285518958
## [2,]   1.09444319521  -4.704793034
## [3,]  -7.95818202755 -46.176078436
## [4,] -42.91083203705 -22.964137247
## 
## [[1]][[2]]
##              [,1]
## [1,]  1.259082301
## [2,] -3.823111363
## [3,] -2.640753745