I have three 10x10 matrices:
mat1 <- matrix(1:100, nrow=10, ncol=10)
mat2 <- matrix(101:200, nrow=10, ncol=10)
mat3 <- matrix(201:300, nrow=10, ncol=10)
Each number is unique for illustration purposes:
> mat1
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
[1,] 1 11 21 31 41 51 61 71 81 91
[2,] 2 12 22 32 42 52 62 72 82 92
[3,] 3 13 23 33 43 53 63 73 83 93
[4,] 4 14 24 34 44 54 64 74 84 94
[5,] 5 15 25 35 45 55 65 75 85 95
[6,] 6 16 26 36 46 56 66 76 86 96
[7,] 7 17 27 37 47 57 67 77 87 97
[8,] 8 18 28 38 48 58 68 78 88 98
[9,] 9 19 29 39 49 59 69 79 89 99
[10,] 10 20 30 40 50 60 70 80 90 100
> mat2
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
[1,] 101 111 121 131 141 151 161 171 181 191
[2,] 102 112 122 132 142 152 162 172 182 192
[3,] 103 113 123 133 143 153 163 173 183 193
[4,] 104 114 124 134 144 154 164 174 184 194
[5,] 105 115 125 135 145 155 165 175 185 195
[6,] 106 116 126 136 146 156 166 176 186 196
[7,] 107 117 127 137 147 157 167 177 187 197
[8,] 108 118 128 138 148 158 168 178 188 198
[9,] 109 119 129 139 149 159 169 179 189 199
[10,] 110 120 130 140 150 160 170 180 190 200
> mat3
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
[1,] 201 211 221 231 241 251 261 271 281 291
[2,] 202 212 222 232 242 252 262 272 282 292
[3,] 203 213 223 233 243 253 263 273 283 293
[4,] 204 214 224 234 244 254 264 274 284 294
[5,] 205 215 225 235 245 255 265 275 285 295
[6,] 206 216 226 236 246 256 266 276 286 296
[7,] 207 217 227 237 247 257 267 277 287 297
[8,] 208 218 228 238 248 258 268 278 288 298
[9,] 209 219 229 239 249 259 269 279 289 299
[10,] 210 220 230 240 250 260 270 280 290 300
I want to use these 3 matrices to create 1 (or more) bootstrapped matrices - so sampling with replacement. However, I want to preserve the positions (indices? coordinates?) For example, I want a resulting bootstrapped matrix in position [1,1] to only have three possible values: 1, 101, or 201.
Likewise, I want position [10,10] to only have possible values of 100, 200, or 300.
How can I do this? How can I specify the number of resulting boostrapped matrices ?