;;;----------------------------------- (mon jan 25 1999 23 50 51) ((attempting to learn output from (input) using 555 examples plus 238 held out) (network has 8 hidden units training for 25000 epochs with batch? 1 var-momentum? 1 learning.rate 0.01 momentum 0.7)) ((learned network stored on "/afs/cs/project/theo-35/fmri/backprop/lt-from-lb-1-25-99-8h") (training and holdout errors (9551880 5.405938e-4 5.631011e-4 25000))) (Evaluation of RMS error for three methods - neural net, mean value predictor, previous value predictor Results in form (method num.of.examples ave.RMS.err list.of.indiv.RMS.errors)) (use.net 238 31.828016 (25.689928 28.967436 32.961605 32.504204 27.657972 29.706121 26.222681 33.189907 40.701965 32.79951 35.75949 34.110813 27.633844 32.672935 38.12489 35.25471 35.45683 27.330284 30.85339 32.795105 38.132843 37.739643 28.83101 29.944517 27.493784 30.923697 29.228577 35.762543 33.444595 29.473083 27.206356 30.861094 31.863285 31.709053 33.337597 29.46321)) (voxel.means 238 39.078674 (30.107723 37.59199 46.172867 35.548767 30.596825 31.711231 29.987074 42.573036 49.01655 37.640175 41.511295 47.86469 33.779316 46.890713 61.057945 47.060093 47.256283 29.391026 36.972633 42.167187 58.89274 54.759106 29.642893 34.094635 27.863222 39.900536 32.051773 48.202713 41.421234 29.665192 28.035398 35.39757 36.62999 35.510662 39.76591 30.101234)) (use.previous.value not tested) (noralized.use.net 0.8532671 0.7705746 0.7138739 0.9143553 0.9039491 0.9367697 0.8744661 0.77959925 0.8303719 0.87139636 0.86144 0.7126509 0.81807 0.6967891 0.624405 0.7491424 0.7503093 0.9298853 0.8344926 0.77773994 0.6474965 0.6891939 0.97261125 0.8782765 0.986741 0.7750196 0.9119176 0.7419197 0.80742633 0.99352413 0.9704287 0.8718421 0.8698688 0.8929446 0.8383461 0.978804) (tue jan 26 1999 16 39 38) (Above evaluation based on *holdout* set (ex943 ex939 ex931 ex925 ex921 ex915 ex913 ex909 ex901 ex893 ex891 ex889 ex881 ex877 ex865 ex855 ex853 ex833 ex831 ex827 ex825 ex821 ex819 ex813 ex801 ex799 ex793 ex791 ex789 ex787 ex785 ex775 ex769 ex765 ex755 ex749 ex747 ex743 ex737 ex731 ex723 ex713 ex709 ex703 ex701 ex699 ex691 ex681 ex679 ex671 ex665 ex647 ex641 ex635 ex617 ex613 ex607 ex603 ex601 ex599 ex597 ex583 ex575 ex553 ex551 ex545 ex543 ex541 ex531 ex525 ex509 ex503 ex501 ex497 ex495 ex493 ex487 ex473 ex467 ex465 ex451 ex447 ex445 ex439 ex427 ex423 ex421 ex415 ex411 ex395 ex385 ex383 ex381 ex375 ex371 ex365 ex361 ex359 ex357 ex355 ex335 ex333 ex325 ex303 ex299 ex289 ex287 ex285 ex283 ex275 ex269 ex253 ex245 ex243 ex239 ex227 ex217 ex203 ex197 ex187 ex183 ex181 ex175 ex159 ex155 ex188 ex200 ex212 ex214 ex218 ex224 ex230 ex234 ex238 ex242 ex244 ex246 ex250 ex254 ex260 ex262 ex282 ex292 ex306 ex332 ex334 ex336 ex344 ex348 ex352 ex368 ex372 ex376 ex378 ex382 ex384 ex394 ex398 ex400 ex402 ex406 ex410 ex416 ex422 ex434 ex442 ex450 ex456 ex460 ex466 ex470 ex476 ex484 ex492 ex494 ex506 ex512 ex514 ex524 ex526 ex528 ex530 ex536 ex550 ex554 ex566 ex570 ex580 ex590 ex610 ex634 ex636 ex642 ex646 ex648 ex650 ex652 ex660 ex666 ex676 ex678 ex686 ex692 ex706 ex710 ex716 ex744 ex748 ex754 ex764 ex774 ex776 ex778 ex780 ex792 ex796 ex800 ex804 ex812 ex816 ex822 ex824 ex838 ex842 ex844 ex846 ex848 ex862 ex874 ex880 ex894 ex898 ex904 ex906 ex912 ex922 ex932 ex936) (Output 1 NNet RMS Err 25.69, Mean RMS Err 30.11, NNet Normalized RMS Err 0.85) (Output 2 NNet RMS Err 28.97, Mean RMS Err 37.59, NNet Normalized RMS Err 0.77) (Output 3 NNet RMS Err 32.96, Mean RMS Err 46.17, NNet Normalized RMS Err 0.71) (Output 4 NNet RMS Err 32.50, Mean RMS Err 35.55, NNet Normalized RMS Err 0.91) (Output 5 NNet RMS Err 27.66, Mean RMS Err 30.60, NNet Normalized RMS Err 0.90) (Output 6 NNet RMS Err 29.71, Mean RMS Err 31.71, NNet Normalized RMS Err 0.94) (Output 7 NNet RMS Err 26.22, Mean RMS Err 29.99, NNet Normalized RMS Err 0.87) (Output 8 NNet RMS Err 33.19, Mean RMS Err 42.57, NNet Normalized RMS Err 0.78) (Output 9 NNet RMS Err 40.70, Mean RMS Err 49.02, NNet Normalized RMS Err 0.83) (Output 10 NNet RMS Err 32.80, Mean RMS Err 37.64, NNet Normalized RMS Err 0.87) (Output 11 NNet RMS Err 35.76, Mean RMS Err 41.51, NNet Normalized RMS Err 0.86) (Output 12 NNet RMS Err 34.11, Mean RMS Err 47.86, NNet Normalized RMS Err 0.71) (Output 13 NNet RMS Err 27.63, Mean RMS Err 33.78, NNet Normalized RMS Err 0.82) (Output 14 NNet RMS Err 32.67, Mean RMS Err 46.89, NNet Normalized RMS Err 0.70) (Output 15 NNet RMS Err 38.12, Mean RMS Err 61.06, NNet Normalized RMS Err 0.62) (Output 16 NNet RMS Err 35.25, Mean RMS Err 47.06, NNet Normalized RMS Err 0.75) (Output 17 NNet RMS Err 35.46, Mean RMS Err 47.26, NNet Normalized RMS Err 0.75) (Output 18 NNet RMS Err 27.33, Mean RMS Err 29.39, NNet Normalized RMS Err 0.93) (Output 19 NNet RMS Err 30.85, Mean RMS Err 36.97, NNet Normalized RMS Err 0.83) (Output 20 NNet RMS Err 32.80, Mean RMS Err 42.17, NNet Normalized RMS Err 0.78) (Output 21 NNet RMS Err 38.13, Mean RMS Err 58.89, NNet Normalized RMS Err 0.65) (Output 22 NNet RMS Err 37.74, Mean RMS Err 54.76, NNet Normalized RMS Err 0.69) (Output 23 NNet RMS Err 28.83, Mean RMS Err 29.64, NNet Normalized RMS Err 0.97) (Output 24 NNet RMS Err 29.94, Mean RMS Err 34.09, NNet Normalized RMS Err 0.88) (Output 25 NNet RMS Err 27.49, Mean RMS Err 27.86, NNet Normalized RMS Err 0.99) (Output 26 NNet RMS Err 30.92, Mean RMS Err 39.90, NNet Normalized RMS Err 0.78) (Output 27 NNet RMS Err 29.23, Mean RMS Err 32.05, NNet Normalized RMS Err 0.91) (Output 28 NNet RMS Err 35.76, Mean RMS Err 48.20, NNet Normalized RMS Err 0.74) (Output 29 NNet RMS Err 33.44, Mean RMS Err 41.42, NNet Normalized RMS Err 0.81) (Output 30 NNet RMS Err 29.47, Mean RMS Err 29.67, NNet Normalized RMS Err 0.99) (Output 31 NNet RMS Err 27.21, Mean RMS Err 28.04, NNet Normalized RMS Err 0.97) (Output 32 NNet RMS Err 30.86, Mean RMS Err 35.40, NNet Normalized RMS Err 0.87) (Output 33 NNet RMS Err 31.86, Mean RMS Err 36.63, NNet Normalized RMS Err 0.87) (Output 34 NNet RMS Err 31.71, Mean RMS Err 35.51, NNet Normalized RMS Err 0.89) (Output 35 NNet RMS Err 33.34, Mean RMS Err 39.77, NNet Normalized RMS Err 0.84) (Output 36 NNet RMS Err 29.46, Mean RMS Err 30.10, NNet Normalized RMS Err 0.98) Output 1: NNet RMS Err: 25.69, Mean RMS Err: 30.11, NNet Normalized RMS Err: 0.85 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(1)/dIN(3) 0.14 (min-slopes: 0.12) (max-slopes: 0.16) dOUT(1)/dIN(10) 0.11 (min-slopes: 0.10) (max-slopes: 0.13) dOUT(1)/dIN(8) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(1)/dIN(12) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(1)/dIN(9) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(1)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(1)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(1)/dIN(5) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(1)/dIN(15) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(1)/dIN(6) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(2) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(1)/dIN(1) 0.00 (min-slopes: -.00) (max-slopes: 0.01) dOUT(1)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 2: NNet RMS Err: 28.97, Mean RMS Err: 37.59, NNet Normalized RMS Err: 0.77 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(2)/dIN(3) 0.15 (min-slopes: 0.15) (max-slopes: 0.16) dOUT(2)/dIN(10) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(2)/dIN(8) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(2)/dIN(9) 0.09 (min-slopes: 0.09) (max-slopes: 0.09) dOUT(2)/dIN(12) -.08 (min-slopes: -.09) (max-slopes: -.08) dOUT(2)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(2)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.09) dOUT(2)/dIN(5) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(2)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(2)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(2)/dIN(1) 0.01 (min-slopes: 0.00) (max-slopes: 0.02) dOUT(2)/dIN(15) -.01 (min-slopes: -.02) (max-slopes: 0.00) dOUT(2)/dIN(6) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(2)/dIN(4) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 3: NNet RMS Err: 32.96, Mean RMS Err: 46.17, NNet Normalized RMS Err: 0.71 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(3)/dIN(3) 0.19 (min-slopes: 0.14) (max-slopes: 0.23) dOUT(3)/dIN(10) 0.17 (min-slopes: 0.13) (max-slopes: 0.22) dOUT(3)/dIN(8) 0.12 (min-slopes: 0.09) (max-slopes: 0.16) dOUT(3)/dIN(14) 0.12 (min-slopes: 0.08) (max-slopes: 0.15) dOUT(3)/dIN(11) 0.11 (min-slopes: 0.07) (max-slopes: 0.16) dOUT(3)/dIN(9) 0.10 (min-slopes: 0.07) (max-slopes: 0.12) dOUT(3)/dIN(12) -.08 (min-slopes: -.09) (max-slopes: -.07) dOUT(3)/dIN(5) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(3)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.06) dOUT(3)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.05) dOUT(3)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(3)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(3)/dIN(15) 0.01 (min-slopes: -.00) (max-slopes: 0.03) dOUT(3)/dIN(7) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(3)/dIN(6) -.00 (min-slopes: -.01) (max-slopes: -.00) Output 4: NNet RMS Err: 32.50, Mean RMS Err: 35.55, NNet Normalized RMS Err: 0.91 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(4)/dIN(3) 0.11 (min-slopes: 0.11) (max-slopes: 0.11) dOUT(4)/dIN(10) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(4)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(4)/dIN(9) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(4)/dIN(12) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(4)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(4)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(4)/dIN(5) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(4)/dIN(7) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(1) 0.01 (min-slopes: 0.00) (max-slopes: 0.02) dOUT(4)/dIN(13) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(4)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(15) -.00 (min-slopes: -.01) (max-slopes: 0.01) dOUT(4)/dIN(4) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(4)/dIN(6) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 5: NNet RMS Err: 27.66, Mean RMS Err: 30.60, NNet Normalized RMS Err: 0.90 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(5)/dIN(10) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(5)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(5)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(5)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(5)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(5)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(5)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(5)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(5)/dIN(4) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(5)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(6) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(5)/dIN(5) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 6: NNet RMS Err: 29.71, Mean RMS Err: 31.71, NNet Normalized RMS Err: 0.94 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(6)/dIN(10) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(6)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(6)/dIN(3) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(6)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(6)/dIN(8) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(6)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(6)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(6)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(6)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(6)/dIN(12) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(6) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(6)/dIN(5) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) Output 7: NNet RMS Err: 26.22, Mean RMS Err: 29.99, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(7)/dIN(10) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(7)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(7)/dIN(3) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(7)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(7)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(7)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(7)/dIN(12) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(7)/dIN(15) 0.02 (min-slopes: 0.01) (max-slopes: 0.03) dOUT(7)/dIN(1) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(5) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(7)/dIN(4) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(13) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 8: NNet RMS Err: 33.19, Mean RMS Err: 42.57, NNet Normalized RMS Err: 0.78 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(8)/dIN(11) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(8)/dIN(15) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(8)/dIN(10) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(8)/dIN(1) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(8)/dIN(14) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(8)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(8)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(8)/dIN(7) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(8)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(8)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(8)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(12) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(8)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) Output 9: NNet RMS Err: 40.70, Mean RMS Err: 49.02, NNet Normalized RMS Err: 0.83 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(9)/dIN(10) 0.11 (min-slopes: 0.11) (max-slopes: 0.11) dOUT(9)/dIN(11) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(9)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(9)/dIN(3) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(9)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(9)/dIN(9) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(9)/dIN(15) 0.06 (min-slopes: 0.04) (max-slopes: 0.07) dOUT(9)/dIN(1) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(9)/dIN(13) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(9)/dIN(12) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(9)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(9)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(9)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(5) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(9)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) Output 10: NNet RMS Err: 32.80, Mean RMS Err: 37.64, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(10)/dIN(11) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(10)/dIN(15) 0.08 (min-slopes: 0.06) (max-slopes: 0.09) dOUT(10)/dIN(10) 0.08 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(10)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(10)/dIN(1) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(10)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(10)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(10)/dIN(13) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(10)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(10)/dIN(6) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(10)/dIN(5) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(10)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) Output 11: NNet RMS Err: 35.76, Mean RMS Err: 41.51, NNet Normalized RMS Err: 0.86 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(11)/dIN(10) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(11)/dIN(3) 0.11 (min-slopes: 0.11) (max-slopes: 0.11) dOUT(11)/dIN(9) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(8) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(11)/dIN(12) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(11)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(11)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(11)/dIN(5) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(11)/dIN(1) 0.01 (min-slopes: 0.00) (max-slopes: 0.02) dOUT(11)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(4) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(11)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(11)/dIN(2) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(11)/dIN(6) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(11)/dIN(15) 0.00 (min-slopes: -.01) (max-slopes: 0.01) Output 12: NNet RMS Err: 34.11, Mean RMS Err: 47.86, NNet Normalized RMS Err: 0.71 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(12)/dIN(10) 0.16 (min-slopes: 0.14) (max-slopes: 0.18) dOUT(12)/dIN(11) 0.14 (min-slopes: 0.11) (max-slopes: 0.16) dOUT(12)/dIN(3) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(12)/dIN(14) 0.12 (min-slopes: 0.10) (max-slopes: 0.13) dOUT(12)/dIN(8) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(12)/dIN(9) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(12)/dIN(15) 0.07 (min-slopes: 0.04) (max-slopes: 0.09) dOUT(12)/dIN(1) 0.06 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(12)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(12)/dIN(12) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(12)/dIN(7) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(12)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(12)/dIN(5) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) Output 13: NNet RMS Err: 27.63, Mean RMS Err: 33.78, NNet Normalized RMS Err: 0.82 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(13)/dIN(3) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(13)/dIN(10) 0.08 (min-slopes: 0.07) (max-slopes: 0.10) dOUT(13)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(13)/dIN(11) 0.07 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(13)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(13)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(13)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(13)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(13)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(13)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(13)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(13)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(13)/dIN(2) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(13)/dIN(5) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(13)/dIN(6) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 14: NNet RMS Err: 32.67, Mean RMS Err: 46.89, NNet Normalized RMS Err: 0.70 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(14)/dIN(11) 0.16 (min-slopes: 0.13) (max-slopes: 0.19) dOUT(14)/dIN(15) 0.12 (min-slopes: 0.10) (max-slopes: 0.15) dOUT(14)/dIN(10) 0.12 (min-slopes: 0.10) (max-slopes: 0.14) dOUT(14)/dIN(14) 0.11 (min-slopes: 0.09) (max-slopes: 0.13) dOUT(14)/dIN(1) 0.10 (min-slopes: 0.08) (max-slopes: 0.12) dOUT(14)/dIN(8) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(14)/dIN(3) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(14)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(14)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(14)/dIN(7) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(14)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(14)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(14)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(14)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(14)/dIN(12) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) Output 15: NNet RMS Err: 38.12, Mean RMS Err: 61.06, NNet Normalized RMS Err: 0.62 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(15)/dIN(11) 0.24 (min-slopes: 0.20) (max-slopes: 0.26) dOUT(15)/dIN(15) 0.22 (min-slopes: 0.18) (max-slopes: 0.24) dOUT(15)/dIN(1) 0.16 (min-slopes: 0.14) (max-slopes: 0.18) dOUT(15)/dIN(14) 0.15 (min-slopes: 0.13) (max-slopes: 0.17) dOUT(15)/dIN(10) 0.13 (min-slopes: 0.11) (max-slopes: 0.14) dOUT(15)/dIN(8) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(15)/dIN(12) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(15)/dIN(13) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(15)/dIN(7) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(15)/dIN(5) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(15)/dIN(6) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(9) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(15)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(15)/dIN(2) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(15)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) Output 16: NNet RMS Err: 35.25, Mean RMS Err: 47.06, NNet Normalized RMS Err: 0.75 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(16)/dIN(11) 0.17 (min-slopes: 0.14) (max-slopes: 0.20) dOUT(16)/dIN(15) 0.15 (min-slopes: 0.12) (max-slopes: 0.17) dOUT(16)/dIN(1) 0.11 (min-slopes: 0.09) (max-slopes: 0.13) dOUT(16)/dIN(14) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(16)/dIN(10) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(16)/dIN(8) 0.08 (min-slopes: 0.06) (max-slopes: 0.09) dOUT(16)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(16)/dIN(12) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(16)/dIN(5) -.04 (min-slopes: -.05) (max-slopes: -.03) dOUT(16)/dIN(7) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(16)/dIN(6) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(16)/dIN(9) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(16)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(16)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(16)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) Output 17: NNet RMS Err: 35.46, Mean RMS Err: 47.26, NNet Normalized RMS Err: 0.75 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(17)/dIN(11) 0.16 (min-slopes: 0.13) (max-slopes: 0.18) dOUT(17)/dIN(15) 0.14 (min-slopes: 0.12) (max-slopes: 0.16) dOUT(17)/dIN(1) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(17)/dIN(14) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(17)/dIN(8) 0.07 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(17)/dIN(10) 0.06 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(17)/dIN(12) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(17)/dIN(5) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(17)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(7) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(17)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(17)/dIN(2) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(17)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(17)/dIN(9) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(17)/dIN(3) 0.00 (min-slopes: -.00) (max-slopes: 0.01) Output 18: NNet RMS Err: 27.33, Mean RMS Err: 29.39, NNet Normalized RMS Err: 0.93 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(18)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(18)/dIN(14) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(18)/dIN(10) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(18)/dIN(3) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(18)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(18)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(18)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(18)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(18)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(18)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(18)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(18)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(18)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(18)/dIN(12) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(18)/dIN(6) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 19: NNet RMS Err: 30.85, Mean RMS Err: 36.97, NNet Normalized RMS Err: 0.83 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(19)/dIN(11) 0.12 (min-slopes: 0.09) (max-slopes: 0.14) dOUT(19)/dIN(15) 0.09 (min-slopes: 0.07) (max-slopes: 0.11) dOUT(19)/dIN(14) 0.09 (min-slopes: 0.07) (max-slopes: 0.10) dOUT(19)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.09) dOUT(19)/dIN(10) 0.07 (min-slopes: 0.06) (max-slopes: 0.09) dOUT(19)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(19)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(19)/dIN(7) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(19)/dIN(3) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(19)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(19)/dIN(12) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(19)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(19)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(19)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(19)/dIN(6) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) Output 20: NNet RMS Err: 32.80, Mean RMS Err: 42.17, NNet Normalized RMS Err: 0.78 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(20)/dIN(11) 0.12 (min-slopes: 0.09) (max-slopes: 0.14) dOUT(20)/dIN(10) 0.11 (min-slopes: 0.09) (max-slopes: 0.13) dOUT(20)/dIN(14) 0.10 (min-slopes: 0.08) (max-slopes: 0.12) dOUT(20)/dIN(3) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(20)/dIN(8) 0.09 (min-slopes: 0.07) (max-slopes: 0.10) dOUT(20)/dIN(15) 0.07 (min-slopes: 0.05) (max-slopes: 0.09) dOUT(20)/dIN(1) 0.06 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(20)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(20)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(20)/dIN(7) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(20)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(20)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(20)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(5) -.00 (min-slopes: -.01) (max-slopes: 0.00) Output 21: NNet RMS Err: 38.13, Mean RMS Err: 58.89, NNet Normalized RMS Err: 0.65 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(21)/dIN(11) 0.21 (min-slopes: 0.18) (max-slopes: 0.23) dOUT(21)/dIN(15) 0.16 (min-slopes: 0.14) (max-slopes: 0.18) dOUT(21)/dIN(14) 0.14 (min-slopes: 0.12) (max-slopes: 0.15) dOUT(21)/dIN(10) 0.13 (min-slopes: 0.11) (max-slopes: 0.15) dOUT(21)/dIN(1) 0.13 (min-slopes: 0.11) (max-slopes: 0.14) dOUT(21)/dIN(8) 0.12 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(21)/dIN(3) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(21)/dIN(13) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(21)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(21)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(21)/dIN(7) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(21)/dIN(12) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(6) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(2) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) Output 22: NNet RMS Err: 37.74, Mean RMS Err: 54.76, NNet Normalized RMS Err: 0.69 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(22)/dIN(11) 0.19 (min-slopes: 0.16) (max-slopes: 0.21) dOUT(22)/dIN(10) 0.15 (min-slopes: 0.14) (max-slopes: 0.16) dOUT(22)/dIN(14) 0.13 (min-slopes: 0.11) (max-slopes: 0.14) dOUT(22)/dIN(8) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(22)/dIN(15) 0.12 (min-slopes: 0.10) (max-slopes: 0.14) dOUT(22)/dIN(1) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(22)/dIN(3) 0.10 (min-slopes: 0.10) (max-slopes: 0.10) dOUT(22)/dIN(9) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(22)/dIN(13) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(22)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(22)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(22)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(22)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(5) -.01 (min-slopes: -.02) (max-slopes: -.00) dOUT(22)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: 0.00) Output 23: NNet RMS Err: 28.83, Mean RMS Err: 29.64, NNet Normalized RMS Err: 0.97 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(23)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(23)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(11) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(23)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(23)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(23)/dIN(13) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(23)/dIN(5) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(23)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(1) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(23)/dIN(4) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(23)/dIN(14) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) Output 24: NNet RMS Err: 29.94, Mean RMS Err: 34.09, NNet Normalized RMS Err: 0.88 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(24)/dIN(15) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(24)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(24)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(24)/dIN(3) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(24)/dIN(12) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(24)/dIN(5) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(24)/dIN(7) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(24)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(24)/dIN(6) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(24)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(10) 0.01 (min-slopes: 0.00) (max-slopes: 0.02) dOUT(24)/dIN(9) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(24)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(24)/dIN(8) 0.00 (min-slopes: -.00) (max-slopes: 0.01) Output 25: NNet RMS Err: 27.49, Mean RMS Err: 27.86, NNet Normalized RMS Err: 0.99 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(25)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(25)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(25)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(25)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(25)/dIN(14) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(25)/dIN(8) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(25)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(25)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(25)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(25)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(25)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(25)/dIN(12) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(25)/dIN(3) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(25)/dIN(2) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 26: NNet RMS Err: 30.92, Mean RMS Err: 39.90, NNet Normalized RMS Err: 0.78 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(26)/dIN(11) 0.14 (min-slopes: 0.12) (max-slopes: 0.15) dOUT(26)/dIN(15) 0.13 (min-slopes: 0.11) (max-slopes: 0.14) dOUT(26)/dIN(1) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(26)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(26)/dIN(10) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(26)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(26)/dIN(12) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(26)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(26)/dIN(6) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(26)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(26)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(26)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(4) -.00 (min-slopes: -.01) (max-slopes: -.00) Output 27: NNet RMS Err: 29.23, Mean RMS Err: 32.05, NNet Normalized RMS Err: 0.91 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(27)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(27)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(27)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(27)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(27)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(9) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(27)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(27)/dIN(6) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) Output 28: NNet RMS Err: 35.76, Mean RMS Err: 48.20, NNet Normalized RMS Err: 0.74 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(28)/dIN(11) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(28)/dIN(15) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(28)/dIN(10) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(28)/dIN(1) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(28)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(28)/dIN(8) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(28)/dIN(9) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(28)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(28)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(28)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(28)/dIN(13) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(28)/dIN(12) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(28)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(7) 0.00 (min-slopes: -.00) (max-slopes: 0.01) dOUT(28)/dIN(4) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 29: NNet RMS Err: 33.44, Mean RMS Err: 41.42, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(29)/dIN(15) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(29)/dIN(11) 0.12 (min-slopes: 0.10) (max-slopes: 0.13) dOUT(29)/dIN(1) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(29)/dIN(12) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(29)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(29)/dIN(5) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(29)/dIN(3) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(29)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(29)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(29)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(29)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(29)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(29)/dIN(9) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(29)/dIN(10) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(29)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) Output 30: NNet RMS Err: 29.47, Mean RMS Err: 29.67, NNet Normalized RMS Err: 0.99 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(30)/dIN(11) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(30)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(30)/dIN(10) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(30)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(30)/dIN(14) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(30)/dIN(8) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(30)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(30)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(30)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(30)/dIN(12) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(30)/dIN(3) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(30)/dIN(13) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(30)/dIN(7) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(30)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(30)/dIN(4) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 31: NNet RMS Err: 27.21, Mean RMS Err: 28.04, NNet Normalized RMS Err: 0.97 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(31)/dIN(11) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(31)/dIN(14) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(31)/dIN(15) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(10) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(8) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(1) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(31)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(31)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(31)/dIN(9) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(31)/dIN(6) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 32: NNet RMS Err: 30.86, Mean RMS Err: 35.40, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(32)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(32)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(32)/dIN(1) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(32)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(32)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(32)/dIN(7) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(32)/dIN(8) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(32)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(32)/dIN(12) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(32)/dIN(5) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(32)/dIN(6) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(32)/dIN(4) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(32)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(32)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(32)/dIN(3) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 33: NNet RMS Err: 31.86, Mean RMS Err: 36.63, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(33)/dIN(15) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(33)/dIN(11) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(33)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(33)/dIN(12) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(33)/dIN(3) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(33)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(33)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(33)/dIN(6) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(33)/dIN(7) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(33)/dIN(10) 0.02 (min-slopes: 0.01) (max-slopes: 0.03) dOUT(33)/dIN(8) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(33)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(9) -.00 (min-slopes: -.01) (max-slopes: -.00) Output 34: NNet RMS Err: 31.71, Mean RMS Err: 35.51, NNet Normalized RMS Err: 0.89 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(34)/dIN(15) 0.10 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(34)/dIN(11) 0.09 (min-slopes: 0.08) (max-slopes: 0.11) dOUT(34)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(34)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(34)/dIN(12) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(34)/dIN(5) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(34)/dIN(7) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(34)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(34)/dIN(8) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(34)/dIN(10) 0.02 (min-slopes: 0.01) (max-slopes: 0.03) dOUT(34)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(34)/dIN(3) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(34)/dIN(6) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(34)/dIN(4) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(9) -.01 (min-slopes: -.01) (max-slopes: -.01) Output 35: NNet RMS Err: 33.34, Mean RMS Err: 39.77, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(35)/dIN(11) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(35)/dIN(15) 0.09 (min-slopes: 0.07) (max-slopes: 0.10) dOUT(35)/dIN(10) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(35)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(35)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(35)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(35)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(35)/dIN(13) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(35)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(35)/dIN(6) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(35)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(35)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(35)/dIN(12) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(35)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) Output 36: NNet RMS Err: 29.46, Mean RMS Err: 30.10, NNet Normalized RMS Err: 0.98 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(36)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(36)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(36)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(36)/dIN(12) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(36)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(14) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(36)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(6) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(36)/dIN(4) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(36)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(36)/dIN(9) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(36)/dIN(13) -.00 (min-slopes: -.00) (max-slopes: 0.00)