Summary of lucency data set analysis: Variable names Variable Original Obs name name 1 x1 blade_size 2 x2 age 3 x3 wt_kg 4 x4 pin 5 x5 unibi 6 x6 rwidth 7 x7 rarea 8 y lucency 1+S Strong No hier Weak No hier No hier Weak Main Adj=Iter Adj=Seq Adj=Seq Only 1 Intercept Intercept Intercept Intercept Intercept Intercept Intercept 2 x5 x5 x5 x5 x5 x5 x5 3 x4 x2*x7 x4 x4 x2*x7 x4 x4 4 x6 x4 x6 x6 5 x3 x3 x3 6 x2 x2 7 8 ahat 0.030 0.0048 0.0094 0.0139 0.0186 0.0568 0.15 %fsr_logistic(dataset=lucency,model=blade_size|rarea|rwidth|age|wt_kg|pin|unibi @q, gamma=0.05,y=lucency,method=1); method=1 strong hier Forward Sequence Selection Effect p-to- monotonized Obs Step 1+S Entered enter p-to-enter 1 0 1 Intercept <.0001 0.00000 2 1 2 x5 0.0002 0.00021 3 2 3 x4 0.0058 0.00584 4 3 4 x6 0.0290 0.02902 5 4 5 x3 0.0300 0.03003 6 5 6 x2 0.0349 0.03487 7 6 7 x3*x3 0.0365 0.03653 8 7 8 x2*x6 0.1815 0.18151 9 8 9 x2*x2 0.1689 0.18151 10 9 10 x4*x5 0.2473 0.24734 Sequence of Possible Models Obs alpha gammahat 1+S 1 0.00000 0.00000 1 2 0.00021 0.00064 2 3 0.00584 0.00973 3 4 0.02902 0.03627 4 5 0.03003 0.04204 5 6 0.03487 0.05812 6 7 0.03653 0.07306 7 8 0.18151 0.24202 9 9 0.24734 0.18550 12 10 0.53461 0.16707 16 11 0.77274 0.02342 33 12 0.89601 0.00000 34 Fast FSR estimates alpha Obs estimate 1+S 1 0.030028 5 method=2 no hier Forward Sequence Selection Effect p-to- monotonized Obs Step 1+S Entered enter p-to-enter 1 0 1 Intercept <.0001 0.00000 2 1 2 x5 0.0002 0.00021 3 2 3 x2*x7 0.0014 0.00141 4 3 4 x4 0.0095 0.00951 5 4 5 x1*x5 0.0434 0.04339 6 5 6 x6 0.0390 0.04339 7 6 7 x3 0.0611 0.06111 8 7 8 x3*x3 0.0288 0.06111 9 8 9 x5*x7 0.0260 0.06111 10 9 10 x2 0.1181 0.11807 Sequence of Possible Models Obs alpha gammahat 1+S 1 0.00000 0.00000 1 2 0.00021 0.00339 2 3 0.00141 0.01452 3 4 0.00951 0.07129 4 5 0.04339 0.20248 6 6 0.06111 0.16976 9 7 0.11807 0.21646 12 8 0.18788 0.30349 13 9 0.21298 0.30425 14 10 0.45943 0.11911 27 11 0.70880 0.00000 34 Fast FSR estimates alpha Obs estimate 1+S 1 .004838710 3 method=3 weak hier Forward Sequence Selection Effect p-to- monotonized Obs Step 1+S Entered enter p-to-enter 1 0 1 Intercept <.0001 0.00000 2 1 2 x5 0.0002 0.00021 3 2 3 x4 0.0058 0.00584 4 3 4 x6 0.0290 0.02902 5 4 5 x3 0.0300 0.03003 6 5 6 x2 0.0349 0.03487 7 6 7 x3*x3 0.0365 0.03653 8 7 8 x5*x1 0.0778 0.07776 9 8 9 x5*x7 0.0116 0.07776 10 9 10 x2*x7 0.0912 0.09123 Sequence of Possible Models Obs alpha gammahat 1+S 1 0.00000 0.00000 1 2 0.00021 0.00064 2 3 0.00584 0.02140 3 4 0.02902 0.10881 4 5 0.03003 0.11411 5 6 0.03487 0.12785 6 7 0.03653 0.12525 7 8 0.07776 0.19008 9 9 0.09123 0.19158 10 10 0.09445 0.17174 11 11 0.13956 0.22097 12 12 0.25508 0.35319 13 13 0.28962 0.30893 15 14 0.30014 0.28138 16 15 0.40345 0.33225 17 16 0.52141 0.37658 18 17 0.52285 0.33022 19 18 0.52748 0.25118 21 19 0.53437 0.21860 22 20 0.65180 0.01975 33 21 0.69924 0.00000 34 Fast FSR estimates alpha Obs estimate 1+S 1 .009375 3 method=4 no hier adj=1 Forward Sequence monotonized Selection Effect p-to- adjusted adjusted Obs Step 1+S Entered enter p-to-enter p-to-enter 1 0 1 Intercept <.0001 0.00000 0.00000 2 1 2 x5 0.0002 0.00021 0.00021 3 2 3 x4 0.0058 0.00584 0.00584 4 3 4 x2*x7 0.0054 0.02409 0.02409 5 4 5 x6 0.1197 0.11969 0.11969 6 5 6 x3 0.0204 0.02039 0.11969 7 6 7 x2 0.0809 0.08087 0.11969 8 7 8 x3*x3 0.0284 0.12798 0.12798 9 8 9 x5*x1 0.0260 0.11721 0.12798 10 9 10 x5*x7 0.0484 0.21786 0.21786 Sequence of Possible Models Obs alpha gammahat 1+S 1 0.00000 0.00000 1 2 0.00021 0.00125 2 3 0.00584 0.02097 3 4 0.02409 0.06357 4 5 0.11969 0.12919 7 6 0.12798 0.10112 9 7 0.21786 0.15008 10 8 0.42504 0.20072 12 9 0.73532 0.27429 14 10 0.99517 0.28012 15 11 1.23775 0.30944 16 12 1.97902 0.27225 21 13 2.00044 0.09526 28 14 3.18946 0.00000 34 Fast FSR estimates alpha Obs estimate c 1+S 1 0.013918 4.5 3 method=5 no hier adj=2 Forward Sequence monotonized Selection Effect p-to- adjusted adjusted Obs Step 1+S Entered enter c p-to-enter p-to-enter 1 0 1 Intercept <.0001 3.3750 0.00000 0.00000 2 1 2 x5 0.0002 3.3750 0.00021 0.00021 3 2 3 x2*x7 0.0014 3.8571 0.00542 0.00542 4 3 4 x4 0.0095 3.7143 0.00951 0.00951 5 4 5 x6 0.1197 4.3333 0.11969 0.11969 6 5 6 x3 0.0204 5.2000 0.02039 0.11969 7 6 7 x2 0.0809 6.5000 0.08087 0.11969 8 7 8 x7 0.2056 8.6667 0.20555 0.20555 9 8 9 x3*x3 0.0391 13.0000 0.50885 0.50885 10 9 10 x5*x1 0.0299 12.5000 0.37429 0.50885 Sequence of Possible Models Obs alpha c gammahat 1+S 1 0.00000 3.3750 0.00000 1 2 0.00021 3.3750 0.00145 2 3 0.00542 3.8571 0.02256 3 4 0.00951 3.7143 0.02788 4 5 0.11969 6.5000 0.09996 7 6 0.20555 8.6667 0.09981 8 7 0.50885 12.5000 0.14451 10 8 0.59413 12.0000 0.15303 11 9 0.77503 11.5000 0.18253 12 10 0.98034 11.0000 0.14397 13 11 3.59654 21.0000 0.21693 15 12 5.50110 20.0000 0.30944 16 13 8.35588 2.0000 0.00000 34 Fast FSR estimates alpha Obs estimate 1+S 1 0.018571 4 method=6 weak hier adj=2 Forward Sequence monotonized Selection Effect p-to- adjusted adjusted Obs Step 1+S Entered enter c p-to-enter p-to-enter 1 0 1 Intercept <.0001 3.37500 0.00000 0.00000 2 1 2 x5 0.0002 3.37500 0.00021 0.00021 3 2 3 x4 0.0058 1.00000 0.00584 0.00584 4 3 4 x6 0.0290 2.00000 0.02902 0.02902 5 4 5 x3 0.0300 3.40000 0.03003 0.03003 6 5 6 x2 0.0349 5.25000 0.03487 0.03487 7 6 7 x3*x3 0.0365 8.00000 0.29224 0.29224 8 7 8 x5*x1 0.0778 7.66667 0.59615 0.59615 9 8 9 x5*x7 0.0116 7.33333 0.08506 0.59615 10 9 10 x2*x7 0.0912 7.00000 0.63859 0.63859 Sequence of Possible Models Obs alpha c gammahat 1+S 1 0.00000 3.37500 0.00000 1 2 0.00021 3.37500 0.00064 2 3 0.00584 1.00000 0.02140 3 4 0.02902 2.00000 0.06891 4 5 0.03003 3.40000 0.04628 5 6 0.03487 5.25000 0.03376 6 7 0.29224 8.00000 0.19831 7 8 0.59615 7.33333 0.31313 9 9 0.63859 6.66667 0.27285 11 10 0.88387 6.33333 0.34502 12 11 1.53049 6.00000 0.54941 13 12 1.64121 5.00000 0.47185 16 13 1.88275 4.66667 0.50629 17 14 2.25946 2.66667 0.35611 23 15 2.66736 2.00000 0.00000 34 Fast FSR estimates alpha Obs estimate 1+S 1 0.056757 6 method=7 main effects only Forward Sequence Selection Effect p-to- monotonized Obs Step 1+S Entered enter p-to-enter 1 0 1 Intercept <.0001 0.00000 2 1 2 x5 0.0002 0.00021 3 2 3 x4 0.0058 0.00584 4 3 4 x6 0.0290 0.02902 5 4 5 x3 0.0300 0.03003 6 5 6 x2 0.0349 0.03487 7 6 7 x1 0.8706 0.87059 8 7 8 x7 0.9166 0.91655 Sequence of Possible Models Obs alpha gammahat 1+S 1 0.00000 0.00000 1 2 0.00021 0.00064 2 3 0.00584 0.00973 3 4 0.02902 0.02902 4 5 0.03003 0.01802 5 6 0.03487 0.01162 6 7 0.87059 0.12437 7 8 0.91655 0.00000 8 Fast FSR estimates alpha Obs estimate 1+S 1 0.15 6