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
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## 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
## 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]
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## 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
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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