Some Shortcuts

Some simple shortcuts to model fitting engines.

## BayesX.
bayesx2(...)

## Gradient boosting.
boost2(...)

## Lasso.
lasso2(...)

Arguments

...

Arguments passed to bamlss and predict.bamlss.

Value

A bamlss object.

See also

bamlss, boost, lasso, BayesX

Examples

if (FALSE) ## Simulate data.
set.seed(123)
d <- GAMart()

## Estimate model.
f <- num ~ s(x1) + s(x2) + s(x3) + s(lon,lat)

## Boosted model.
b <- boost2(f, data = d)
#> 
#> logLik -229.885 eps 1.3708 iteration   2 qsel 1
#> logLik -220.195 eps 0.8915 iteration   3 qsel 2
#> logLik -211.202 eps 0.7621 iteration   4 qsel 2
#> logLik -203.297 eps 0.7766 iteration   5 qsel 2
#> logLik -195.961 eps 0.3381 iteration   6 qsel 2
#> logLik -189.510 eps 0.4705 iteration   7 qsel 2
#> logLik -183.524 eps 0.2278 iteration   8 qsel 2
#> logLik -177.213 eps 0.6172 iteration   9 qsel 3
#> logLik -171.968 eps 0.2488 iteration  10 qsel 3
#> logLik -167.027 eps 0.4234 iteration  11 qsel 3
#> logLik -161.818 eps 0.2233 iteration  12 qsel 3
#> logLik -157.551 eps 0.2552 iteration  13 qsel 3
#> logLik -153.472 eps 0.1780 iteration  14 qsel 3
#> logLik -149.164 eps 0.5066 iteration  15 qsel 3
#> logLik -145.137 eps 0.0119 iteration  16 qsel 3
#> logLik -141.500 eps 0.1373 iteration  17 qsel 3
#> logLik -137.839 eps 0.0110 iteration  18 qsel 3
#> logLik -134.158 eps 0.2374 iteration  19 qsel 3
#> logLik -130.254 eps 0.2288 iteration  20 qsel 3
#> logLik -126.555 eps 0.0108 iteration  21 qsel 3
#> logLik -123.323 eps 0.1631 iteration  22 qsel 3
#> logLik -119.989 eps 0.0100 iteration  23 qsel 3
#> logLik -116.681 eps 0.1440 iteration  24 qsel 3
#> logLik -113.149 eps 0.1905 iteration  25 qsel 3
#> logLik -109.825 eps 0.0098 iteration  26 qsel 3
#> logLik -106.965 eps 0.1097 iteration  27 qsel 3
#> logLik -103.993 eps 0.0090 iteration  28 qsel 3
#> logLik -101.034 eps 0.0967 iteration  29 qsel 3
#> logLik -97.8457 eps 0.1394 iteration  30 qsel 3
#> logLik -94.9182 eps 0.0088 iteration  31 qsel 3
#> logLik -92.3985 eps 0.1277 iteration  32 qsel 3
#> logLik -89.7984 eps 0.0081 iteration  33 qsel 3
#> logLik -87.1658 eps 0.0814 iteration  34 qsel 3
#> logLik -84.2934 eps 0.1201 iteration  35 qsel 3
#> logLik -81.7600 eps 0.0079 iteration  36 qsel 3
#> logLik -79.5503 eps 0.0746 iteration  37 qsel 3
#> logLik -77.2968 eps 0.0812 iteration  38 qsel 3
#> logLik -70.9880 eps 0.1723 iteration  39 qsel 4
#> logLik -68.1078 eps 0.0083 iteration  40 qsel 4
#> logLik -65.5280 eps 0.0696 iteration  41 qsel 4
#> logLik -62.9645 eps 0.0077 iteration  42 qsel 4
#> logLik -60.8545 eps 0.0068 iteration  43 qsel 4
#> logLik -58.8457 eps 0.1067 iteration  44 qsel 4
#> logLik -56.8586 eps 0.0849 iteration  45 qsel 4
#> logLik -49.3530 eps 0.1605 iteration  46 qsel 4
#> logLik -46.8473 eps 0.0074 iteration  47 qsel 4
#> logLik -44.4458 eps 0.0681 iteration  48 qsel 4
#> logLik -42.2209 eps 0.0068 iteration  49 qsel 4
#> logLik -40.3915 eps 0.0060 iteration  50 qsel 4
#> logLik -38.5743 eps 0.0624 iteration  51 qsel 4
#> logLik -36.8438 eps 0.0544 iteration  52 qsel 4
#> logLik -28.0806 eps 0.1255 iteration  53 qsel 4
#> logLik -25.8087 eps 0.0067 iteration  54 qsel 4
#> logLik -23.5714 eps 0.0636 iteration  55 qsel 4
#> logLik -21.5602 eps 0.0062 iteration  56 qsel 4
#> logLik -19.9079 eps 0.0055 iteration  57 qsel 4
#> logLik -18.2676 eps 0.0781 iteration  58 qsel 4
#> logLik  -9.0146 eps 0.1835 iteration  59 qsel 4
#> logLik  -6.9957 eps 0.0718 iteration  60 qsel 4
#> logLik  -4.8707 eps 0.0062 iteration  61 qsel 4
#> logLik  -3.1242 eps 0.0055 iteration  62 qsel 4
#> logLik  -1.5803 eps 0.0433 iteration  63 qsel 4
#> logLik  -0.0626 eps 0.0051 iteration  64 qsel 4
#> logLik   1.4130 eps 0.0568 iteration  65 qsel 4
#> logLik  10.3229 eps 0.1449 iteration  66 qsel 4
#> logLik  12.2176 eps 0.4028 iteration  67 qsel 4
#> logLik  14.1570 eps 0.0057 iteration  68 qsel 4
#> logLik  15.7499 eps 0.0051 iteration  69 qsel 4
#> logLik  17.0909 eps 0.0426 iteration  70 qsel 4
#> logLik  18.4667 eps 0.0047 iteration  71 qsel 4
#> logLik  19.7890 eps 0.0434 iteration  72 qsel 4
#> logLik  21.5661 eps 0.0866 iteration  73 qsel 4
#> logLik  29.7800 eps 0.1053 iteration  74 qsel 4
#> logLik  31.5092 eps 0.0052 iteration  75 qsel 4
#> logLik  32.9283 eps 0.0047 iteration  76 qsel 4
#> logLik  34.0922 eps 0.0689 iteration  77 qsel 4
#> logLik  35.3116 eps 0.0043 iteration  78 qsel 4
#> logLik  36.4908 eps 0.0331 iteration  79 qsel 4
#> logLik  38.1656 eps 0.0480 iteration  80 qsel 4
#> logLik  45.6634 eps 0.0832 iteration  81 qsel 4
#> logLik  47.1734 eps 0.0047 iteration  82 qsel 4
#> logLik  48.4115 eps 0.0042 iteration  83 qsel 4
#> logLik  49.4283 eps 0.0274 iteration  84 qsel 4
#> logLik  50.4877 eps 0.0038 iteration  85 qsel 4
#> logLik  51.5224 eps 0.0315 iteration  86 qsel 4
#> logLik  53.1022 eps 0.0330 iteration  87 qsel 4
#> logLik  59.8793 eps 0.0517 iteration  88 qsel 4
#> logLik  61.1727 eps 0.0042 iteration  89 qsel 4
#> logLik  62.2322 eps 0.0038 iteration  90 qsel 4
#> logLik  63.1312 eps 0.0523 iteration  91 qsel 4
#> logLik  64.0350 eps 0.0034 iteration  92 qsel 4
#> logLik  64.9227 eps 0.0175 iteration  93 qsel 4
#> logLik  66.4153 eps 0.0212 iteration  94 qsel 4
#> logLik  72.4984 eps 1.7559 iteration  95 qsel 4
#> logLik  73.5875 eps 0.0038 iteration  96 qsel 4
#> logLik  74.4788 eps 0.0034 iteration  97 qsel 4
#> logLik  75.2698 eps 0.0193 iteration  98 qsel 4
#> logLik  76.6614 eps 0.0195 iteration  99 qsel 4
#> logLik  77.4726 eps 0.0032 iteration 100 qsel 4
#> logLik  78.2380 eps 0.0247 iteration 101 qsel 4
#> logLik  83.6757 eps 0.0405 iteration 102 qsel 4
#> logLik  84.5743 eps 0.0033 iteration 103 qsel 4
#> logLik  85.3089 eps 0.0030 iteration 104 qsel 4
#> logLik  86.0026 eps 0.0157 iteration 105 qsel 4
#> logLik  87.3268 eps 0.0165 iteration 106 qsel 4
#> logLik  87.9956 eps 0.0028 iteration 107 qsel 4
#> logLik  88.6458 eps 0.0135 iteration 108 qsel 4
#> logLik  93.4927 eps 0.0538 iteration 109 qsel 4
#> logLik  94.2258 eps 0.0029 iteration 110 qsel 4
#> logLik  94.8247 eps 0.0026 iteration 111 qsel 4
#> logLik  95.4310 eps 0.0156 iteration 112 qsel 4
#> logLik  96.6943 eps 0.0155 iteration 113 qsel 4
#> logLik  97.2399 eps 0.0025 iteration 114 qsel 4
#> logLik  97.7902 eps 0.0147 iteration 115 qsel 4
#> logLik 102.1069 eps 0.0375 iteration 116 qsel 4
#> logLik 103.2685 eps 0.0611 iteration 117 qsel 4
#> logLik 103.9003 eps 0.0027 iteration 118 qsel 4
#> logLik 104.4270 eps 0.0154 iteration 119 qsel 4
#> logLik 104.9589 eps 0.0024 iteration 120 qsel 4
#> logLik 105.4172 eps 0.0194 iteration 121 qsel 4
#> logLik 109.2173 eps 0.0300 iteration 122 qsel 4
#> logLik 110.3202 eps 0.0206 iteration 123 qsel 4
#> logLik 110.9163 eps 0.0026 iteration 124 qsel 4
#> logLik 111.4028 eps 0.0023 iteration 125 qsel 4
#> logLik 111.8640 eps 0.0121 iteration 126 qsel 4
#> logLik 112.2731 eps 0.0021 iteration 127 qsel 4
#> logLik 112.6605 eps 0.1377 iteration 128 qsel 4
#> logLik 113.7374 eps 0.0299 iteration 129 qsel 4
#> logLik 114.1305 eps 0.0366 iteration 130 qsel 4
#> logLik 117.5012 eps 0.0289 iteration 131 qsel 4
#> logLik 118.5022 eps 0.0201 iteration 132 qsel 4
#> logLik 119.0034 eps 0.0023 iteration 133 qsel 4
#> logLik 119.4121 eps 0.0021 iteration 134 qsel 4
#> logLik 119.7532 eps 0.0109 iteration 135 qsel 4
#> logLik 122.8271 eps 0.0257 iteration 136 qsel 4
#> logLik 123.2477 eps 0.0021 iteration 137 qsel 4
#> logLik 123.5906 eps 0.0019 iteration 138 qsel 4
#> logLik 123.9184 eps 0.0253 iteration 139 qsel 4
#> logLik 124.8889 eps 0.0308 iteration 140 qsel 4
#> logLik 125.1974 eps 0.0018 iteration 141 qsel 4
#> logLik 125.4979 eps 0.0131 iteration 142 qsel 4
#> logLik 128.2940 eps 0.0245 iteration 143 qsel 4
#> logLik 128.6136 eps 0.0018 iteration 144 qsel 4
#> logLik 128.8874 eps 0.0073 iteration 145 qsel 4
#> logLik 129.7969 eps 0.0125 iteration 146 qsel 4
#> logLik 130.0827 eps 0.0017 iteration 147 qsel 4
#> logLik 130.3452 eps 0.0104 iteration 148 qsel 4
#> logLik 132.8944 eps 0.0265 iteration 149 qsel 4
#> logLik 133.1864 eps 0.0017 iteration 150 qsel 4
#> logLik 133.4243 eps 0.0015 iteration 151 qsel 4
#> logLik 133.6567 eps 0.0065 iteration 152 qsel 4
#> logLik 134.5158 eps 0.0120 iteration 153 qsel 4
#> logLik 134.7462 eps 0.0088 iteration 154 qsel 4
#> logLik 137.1044 eps 0.0411 iteration 155 qsel 4
#> logLik 137.3703 eps 0.0016 iteration 156 qsel 4
#> logLik 137.5867 eps 0.0014 iteration 157 qsel 4
#> logLik 137.7836 eps 0.0066 iteration 158 qsel 4
#> logLik 137.9834 eps 0.0228 iteration 159 qsel 4
#> logLik 138.7900 eps 0.0263 iteration 160 qsel 4
#> logLik 141.0096 eps 0.6511 iteration 161 qsel 4
#> logLik 141.2495 eps 0.0015 iteration 162 qsel 4
#> logLik 141.4448 eps 0.0013 iteration 163 qsel 4
#> logLik 141.6226 eps 0.0822 iteration 164 qsel 4
#> logLik 142.3810 eps 0.0118 iteration 165 qsel 4
#> logLik 142.5555 eps 0.0013 iteration 166 qsel 4
#> logLik 142.7266 eps 0.0292 iteration 167 qsel 4
#> logLik 144.8710 eps 0.0278 iteration 168 qsel 4
#> logLik 145.0506 eps 0.0013 iteration 169 qsel 4
#> logLik 145.2100 eps 0.0111 iteration 170 qsel 4
#> logLik 145.9252 eps 0.0148 iteration 171 qsel 4
#> logLik 146.0852 eps 0.0012 iteration 172 qsel 4
#> logLik 146.2343 eps 0.0064 iteration 173 qsel 4
#> logLik 148.3159 eps 0.0643 iteration 174 qsel 4
#> logLik 148.4808 eps 0.0012 iteration 175 qsel 4
#> logLik 148.6249 eps 0.0104 iteration 176 qsel 4
#> logLik 149.3087 eps 0.0133 iteration 177 qsel 4
#> logLik 149.4554 eps 0.0011 iteration 178 qsel 4
#> logLik 149.5881 eps 0.0069 iteration 179 qsel 4
#> logLik 149.7175 eps 0.0087 iteration 180 qsel 4
#> logLik 151.7497 eps 0.0439 iteration 181 qsel 4
#> logLik 152.4071 eps 0.0128 iteration 182 qsel 4
#> logLik 152.5715 eps 0.0012 iteration 183 qsel 4
#> logLik 152.7051 eps 0.0011 iteration 184 qsel 4
#> logLik 152.8247 eps 0.0066 iteration 185 qsel 4
#> logLik 152.9453 eps 0.0197 iteration 186 qsel 4
#> logLik 154.9321 eps 0.0274 iteration 187 qsel 4
#> logLik 155.5848 eps 0.0097 iteration 188 qsel 4
#> logLik 155.7354 eps 0.0011 iteration 189 qsel 4
#> logLik 155.8578 eps 0.0010 iteration 190 qsel 4
#> logLik 155.9690 eps 0.0052 iteration 191 qsel 4
#> logLik 156.0814 eps 0.0063 iteration 192 qsel 4
#> logLik 157.7743 eps 0.0174 iteration 193 qsel 4
#> logLik 157.8998 eps 0.0010 iteration 194 qsel 4
#> logLik 158.0031 eps 0.0063 iteration 195 qsel 4
#> logLik 158.6535 eps 0.0104 iteration 196 qsel 4
#> logLik 158.7654 eps 0.0010 iteration 197 qsel 4
#> logLik 158.8709 eps 0.0067 iteration 198 qsel 4
#> logLik 160.3355 eps 0.0290 iteration 199 qsel 4
#> logLik 160.4466 eps 0.0010 iteration 200 qsel 4
#> logLik 160.5445 eps 0.0105 iteration 201 qsel 4
#> logLik 161.2157 eps 0.0516 iteration 202 qsel 4
#> logLik 161.3155 eps 0.0009 iteration 203 qsel 4
#> logLik 161.4158 eps 0.0057 iteration 204 qsel 4
#> logLik 162.6092 eps 0.0186 iteration 205 qsel 4
#> logLik 162.7058 eps 0.0009 iteration 206 qsel 4
#> logLik 162.8015 eps 0.0056 iteration 207 qsel 4
#> logLik 163.4174 eps 0.0112 iteration 208 qsel 4
#> logLik 163.5094 eps 0.0059 iteration 209 qsel 4
#> logLik 164.2187 eps 0.0109 iteration 210 qsel 4
#> logLik 164.3152 eps 0.0009 iteration 211 qsel 4
#> logLik 164.4081 eps 0.0038 iteration 212 qsel 4
#> logLik 165.0565 eps 0.0221 iteration 213 qsel 4
#> logLik 165.1435 eps 0.0008 iteration 214 qsel 4
#> logLik 165.2288 eps 0.0042 iteration 215 qsel 4
#> logLik 165.8441 eps 0.0119 iteration 216 qsel 4
#> logLik 165.9382 eps 0.0053 iteration 217 qsel 4
#> logLik 166.5897 eps 0.0125 iteration 218 qsel 4
#> logLik 166.6766 eps 0.0008 iteration 219 qsel 4
#> logLik 166.7575 eps 0.0041 iteration 220 qsel 4
#> logLik 167.3089 eps 0.0193 iteration 221 qsel 4
#> logLik 167.4035 eps 0.0080 iteration 222 qsel 4
#> logLik 167.9699 eps 0.0144 iteration 223 qsel 4
#> logLik 168.5433 eps 0.0348 iteration 224 qsel 4
#> logLik 168.6353 eps 0.0009 iteration 225 qsel 4
#> logLik 168.7100 eps 0.0008 iteration 226 qsel 4
#> logLik 168.7847 eps 0.0134 iteration 227 qsel 4
#> logLik 169.2294 eps 0.0282 iteration 228 qsel 4
#> logLik 169.3271 eps 0.0078 iteration 229 qsel 4
#> logLik 169.8522 eps 0.0166 iteration 230 qsel 4
#> logLik 170.3143 eps 0.0127 iteration 231 qsel 4
#> logLik 170.3920 eps 0.0008 iteration 232 qsel 4
#> logLik 170.4604 eps 0.0049 iteration 233 qsel 4
#> logLik 170.5642 eps 0.0043 iteration 234 qsel 4
#> logLik 170.9367 eps 0.0120 iteration 235 qsel 4
#> logLik 171.3543 eps 0.0124 iteration 236 qsel 4
#> logLik 171.8214 eps 0.0116 iteration 237 qsel 4
#> logLik 171.8996 eps 0.0008 iteration 238 qsel 4
#> logLik 171.9632 eps 0.0007 iteration 239 qsel 4
#> logLik 172.0255 eps 0.0146 iteration 240 qsel 4
#> logLik 172.1319 eps 0.0123 iteration 241 qsel 4
#> logLik 172.4470 eps 0.0121 iteration 242 qsel 4
#> logLik 172.8185 eps 0.0121 iteration 243 qsel 4
#> logLik 172.8782 eps 0.0007 iteration 244 qsel 4
#> logLik 172.9353 eps 0.0047 iteration 245 qsel 4
#> logLik 173.3097 eps 0.0114 iteration 246 qsel 4
#> logLik 173.4138 eps 0.0072 iteration 247 qsel 4
#> logLik 173.6887 eps 0.0104 iteration 248 qsel 4
#> logLik 173.9977 eps 0.0114 iteration 249 qsel 4
#> logLik 174.0565 eps 0.0007 iteration 250 qsel 4
#> logLik 174.1092 eps 0.0054 iteration 251 qsel 4
#> logLik 174.4048 eps 0.0070 iteration 252 qsel 4
#> logLik 174.5078 eps 0.0055 iteration 253 qsel 4
#> logLik 174.7214 eps 0.0209 iteration 254 qsel 4
#> logLik 175.0410 eps 0.0097 iteration 255 qsel 4
#> logLik 175.0977 eps 0.0007 iteration 256 qsel 4
#> logLik 175.1460 eps 0.0044 iteration 257 qsel 4
#> logLik 175.3940 eps 0.0104 iteration 258 qsel 4
#> logLik 175.4903 eps 0.0052 iteration 259 qsel 4
#> logLik 175.6702 eps 0.0128 iteration 260 qsel 4
#> logLik 175.9523 eps 0.0099 iteration 261 qsel 4
#> logLik 176.1324 eps 0.0107 iteration 262 qsel 4
#> logLik 176.1878 eps 0.0006 iteration 263 qsel 4
#> logLik 176.2327 eps 0.0006 iteration 264 qsel 4
#> logLik 176.2769 eps 0.0059 iteration 265 qsel 4
#> logLik 176.3718 eps 0.0061 iteration 266 qsel 4
#> logLik 176.4967 eps 0.1733 iteration 267 qsel 4
#> logLik 176.6900 eps 0.0109 iteration 268 qsel 4
#> logLik 176.9880 eps 0.0101 iteration 269 qsel 4
#> logLik 177.0305 eps 0.0006 iteration 270 qsel 4
#> logLik 177.0716 eps 0.0049 iteration 271 qsel 4
#> logLik 177.1601 eps 0.0076 iteration 272 qsel 4
#> logLik 177.2714 eps 0.0120 iteration 273 qsel 4
#> logLik 177.4285 eps 0.0105 iteration 274 qsel 4
#> logLik 177.6850 eps 0.0077 iteration 275 qsel 4
#> logLik 177.7245 eps 0.0005 iteration 276 qsel 4
#> logLik 177.7632 eps 0.0048 iteration 277 qsel 4
#> logLik 177.8903 eps 0.0276 iteration 278 qsel 4
#> logLik 177.9772 eps 0.0074 iteration 279 qsel 4
#> logLik 178.1368 eps 0.0113 iteration 280 qsel 4
#> logLik 178.2410 eps 0.0102 iteration 281 qsel 4
#> logLik 178.3521 eps 0.0067 iteration 282 qsel 4
#> logLik 178.3888 eps 0.0005 iteration 283 qsel 4
#> logLik 178.4249 eps 0.0056 iteration 284 qsel 4
#> logLik 178.5141 eps 0.0067 iteration 285 qsel 4
#> logLik 178.6719 eps 0.0080 iteration 286 qsel 4
#> logLik 178.7530 eps 0.0148 iteration 287 qsel 4
#> logLik 178.8770 eps 0.0122 iteration 288 qsel 4
#> logLik 178.9113 eps 0.0122 iteration 289 qsel 4
#> logLik 179.0929 eps 0.0087 iteration 290 qsel 4
#> logLik 179.1679 eps 0.0060 iteration 291 qsel 4
#> logLik 179.2634 eps 0.0085 iteration 292 qsel 4
#> logLik 179.4274 eps 0.0486 iteration 293 qsel 4
#> logLik 179.4647 eps 0.0005 iteration 294 qsel 4
#> logLik 179.4964 eps 0.0065 iteration 295 qsel 4
#> logLik 179.5627 eps 0.0105 iteration 296 qsel 4
#> logLik 179.6491 eps 0.0148 iteration 297 qsel 4
#> logLik 179.7400 eps 0.0076 iteration 298 qsel 4
#> logLik 179.8830 eps 0.0085 iteration 299 qsel 4
#> logLik 179.9163 eps 0.0005 iteration 300 qsel 4
#> logLik 179.9457 eps 0.0163 iteration 301 qsel 4
#> logLik 179.9974 eps 0.0060 iteration 302 qsel 4
#> logLik 180.0745 eps 0.0341 iteration 303 qsel 4
#> logLik 180.1551 eps 0.0081 iteration 304 qsel 4
#> logLik 180.2830 eps 0.0084 iteration 305 qsel 4
#> logLik 180.3535 eps 0.5565 iteration 306 qsel 4
#> logLik 180.4369 eps 0.0055 iteration 307 qsel 4
#> logLik 180.4673 eps 0.0005 iteration 308 qsel 4
#> logLik 180.4924 eps 0.0038 iteration 309 qsel 4
#> logLik 180.5677 eps 0.0113 iteration 310 qsel 4
#> logLik 180.6151 eps 0.0047 iteration 311 qsel 4
#> logLik 180.6773 eps 0.0124 iteration 312 qsel 4
#> logLik 180.7830 eps 0.0058 iteration 313 qsel 4
#> logLik 180.8173 eps 0.0067 iteration 314 qsel 4
#> logLik 180.8442 eps 0.0004 iteration 315 qsel 4
#> logLik 180.8675 eps 0.0036 iteration 316 qsel 4
#> logLik 180.9395 eps 0.0055 iteration 317 qsel 4
#> logLik 180.9925 eps 0.0106 iteration 318 qsel 4
#> logLik 181.0879 eps 0.0064 iteration 319 qsel 4
#> logLik 181.1113 eps 0.0004 iteration 320 qsel 4
#> logLik 181.1324 eps 0.0031 iteration 321 qsel 4
#> logLik 181.2191 eps 0.0041 iteration 322 qsel 4
#> logLik 181.2713 eps 0.0055 iteration 323 qsel 4
#> logLik 181.2989 eps 0.0037 iteration 324 qsel 4
#> logLik 181.3524 eps 0.0056 iteration 325 qsel 4
#> logLik 181.4316 eps 0.0030 iteration 326 qsel 4
#> logLik 181.4885 eps 0.0088 iteration 327 qsel 4
#> logLik 181.5096 eps 0.0004 iteration 328 qsel 4
#> logLik 181.5272 eps 0.0034 iteration 329 qsel 4
#> logLik 181.5703 eps 0.0088 iteration 330 qsel 4
#> logLik 181.6437 eps 0.0042 iteration 331 qsel 4
#> logLik 181.6691 eps 0.0029 iteration 332 qsel 4
#> logLik 181.7068 eps 0.0077 iteration 333 qsel 4
#> logLik 181.7453 eps 0.0042 iteration 334 qsel 4
#> logLik 181.8120 eps 0.0038 iteration 335 qsel 4
#> logLik 181.8307 eps 0.0003 iteration 336 qsel 4
#> logLik 181.8458 eps 0.0003 iteration 337 qsel 4
#> logLik 181.8603 eps 0.0026 iteration 338 qsel 4
#> logLik 181.9217 eps 0.0034 iteration 339 qsel 4
#> logLik 181.9384 eps 0.0029 iteration 340 qsel 4
#> logLik 181.9681 eps 0.0035 iteration 341 qsel 4
#> logLik 182.0136 eps 0.0046 iteration 342 qsel 4
#> logLik 182.0276 eps 0.0026 iteration 343 qsel 4
#> logLik 182.0843 eps 0.0029 iteration 344 qsel 4
#> logLik 182.1261 eps 0.0795 iteration 345 qsel 4
#> logLik 182.1784 eps 0.0036 iteration 346 qsel 4
#> logLik 182.2118 eps 0.0036 iteration 347 qsel 4
#> logLik 182.2325 eps 0.0025 iteration 348 qsel 4
#> logLik 182.2465 eps 0.0003 iteration 349 qsel 4
#> logLik 182.2578 eps 0.0003 iteration 350 qsel 4
#> logLik 182.2690 eps 0.0021 iteration 351 qsel 4
#> logLik 182.2969 eps 0.0034 iteration 352 qsel 4
#> logLik 182.3454 eps 0.0019 iteration 353 qsel 4
#> logLik 182.3789 eps 0.0036 iteration 354 qsel 4
#> logLik 182.4240 eps 0.0020 iteration 355 qsel 4
#> logLik 182.4509 eps 0.0032 iteration 356 qsel 4
#> logLik 182.4609 eps 0.0002 iteration 357 qsel 4
#> logLik 182.4702 eps 0.0020 iteration 358 qsel 4
#> logLik 182.5123 eps 0.0020 iteration 359 qsel 4
#> logLik 182.5352 eps 0.0024 iteration 360 qsel 4
#> logLik 182.5554 eps 0.0018 iteration 361 qsel 4
#> logLik 182.5736 eps 0.0029 iteration 362 qsel 4
#> logLik 182.6115 eps 0.0020 iteration 363 qsel 4
#> logLik 182.6362 eps 0.0044 iteration 364 qsel 4
#> logLik 182.6493 eps 0.0015 iteration 365 qsel 4
#> logLik 182.6580 eps 0.0002 iteration 366 qsel 4
#> logLik 182.6659 eps 0.0060 iteration 367 qsel 4
#> logLik 182.6888 eps 0.0035 iteration 368 qsel 4
#> logLik 182.7242 eps 0.0016 iteration 369 qsel 4
#> logLik 182.7426 eps 0.0022 iteration 370 qsel 4
#> logLik 182.7756 eps 0.0019 iteration 371 qsel 4
#> logLik 182.7831 eps 0.0002 iteration 372 qsel 4
#> logLik 182.7902 eps 0.0020 iteration 373 qsel 4
#> logLik 182.8052 eps 0.0021 iteration 374 qsel 4
#> logLik 182.8221 eps 0.0091 iteration 375 qsel 4
#> logLik 182.8414 eps 0.0032 iteration 376 qsel 4
#> logLik 182.8611 eps 0.0037 iteration 377 qsel 4
#> logLik 182.8741 eps 0.0016 iteration 378 qsel 4
#> logLik 182.9020 eps 0.0026 iteration 379 qsel 4
#> logLik 182.9085 eps 0.0002 iteration 380 qsel 4
#> logLik 182.9148 eps 0.0020 iteration 381 qsel 4
#> logLik 182.9355 eps 0.0063 iteration 382 qsel 4
#> logLik 182.9446 eps 0.0017 iteration 383 qsel 4
#> logLik 182.9624 eps 0.0034 iteration 384 qsel 4
#> logLik 182.9887 eps 0.0037 iteration 385 qsel 4
#> logLik 182.9945 eps 0.0032 iteration 386 qsel 4
#> logLik 183.0106 eps 0.0067 iteration 387 qsel 4
#> logLik 183.0353 eps 0.0027 iteration 388 qsel 4
#> logLik 183.0502 eps 0.0046 iteration 389 qsel 4
#> logLik 183.0647 eps 0.0028 iteration 390 qsel 4
#> logLik 183.0755 eps 0.0025 iteration 391 qsel 4
#> logLik 183.0941 eps 0.0025 iteration 392 qsel 4
#> logLik 183.1001 eps 0.0016 iteration 393 qsel 4
#> logLik 183.1133 eps 0.0026 iteration 394 qsel 4
#> logLik 183.1297 eps 0.0021 iteration 395 qsel 4
#> logLik 183.1356 eps 0.0002 iteration 396 qsel 4
#> logLik 183.1403 eps 0.0002 iteration 397 qsel 4
#> logLik 183.1445 eps 0.3172 iteration 398 qsel 4
#> logLik 183.1652 eps 0.0021 iteration 399 qsel 4
#> logLik 183.1759 eps 0.0055 iteration 400 qsel 4
#> 
#>  elapsed time:  0.97sec


## Plot estimated effects.
plot(b)