;;;----------------------------------- (tue jan 26 1999 17 3 4) ((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/lb-from-lt-1-25-99-8h") (training and holdout errors (9551880 7.67424e-4 8.564275e-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 38.894245 (35.520622 32.23231 33.19809 28.897598 33.329914 32.776367 45.36021 33.762646 48.14887 37.853374 51.353752 36.295902 40.316257 49.257637 45.110195)) (voxel.means 238 47.126186 (40.027607 38.41219 41.977184 35.808968 34.855534 36.497627 53.64567 39.72894 57.538456 42.79038 68.03961 44.868244 50.805473 67.876076 54.020885)) (use.previous.value 3.14 3.14 3.14 3.14159) (noralized.use.net 0.8874031 0.83911675 0.7908603 0.80699337 0.9562302 0.89804107 0.8455521 0.849825 0.83681196 0.8846235 0.7547626 0.8089441 0.7935416 0.72569954 0.835051) (tue jan 26 1999 18 13 42) (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 35.52, Mean RMS Err 40.03, NNet Normalized RMS Err 0.89) (Output 2 NNet RMS Err 32.23, Mean RMS Err 38.41, NNet Normalized RMS Err 0.84) (Output 3 NNet RMS Err 33.20, Mean RMS Err 41.98, NNet Normalized RMS Err 0.79) (Output 4 NNet RMS Err 28.90, Mean RMS Err 35.81, NNet Normalized RMS Err 0.81) (Output 5 NNet RMS Err 33.33, Mean RMS Err 34.86, NNet Normalized RMS Err 0.96) (Output 6 NNet RMS Err 32.78, Mean RMS Err 36.50, NNet Normalized RMS Err 0.90) (Output 7 NNet RMS Err 45.36, Mean RMS Err 53.65, NNet Normalized RMS Err 0.85) (Output 8 NNet RMS Err 33.76, Mean RMS Err 39.73, NNet Normalized RMS Err 0.85) (Output 9 NNet RMS Err 48.15, Mean RMS Err 57.54, NNet Normalized RMS Err 0.84) (Output 10 NNet RMS Err 37.85, Mean RMS Err 42.79, NNet Normalized RMS Err 0.88) (Output 11 NNet RMS Err 51.35, Mean RMS Err 68.04, NNet Normalized RMS Err 0.75) (Output 12 NNet RMS Err 36.30, Mean RMS Err 44.87, NNet Normalized RMS Err 0.81) (Output 13 NNet RMS Err 40.32, Mean RMS Err 50.81, NNet Normalized RMS Err 0.79) (Output 14 NNet RMS Err 49.26, Mean RMS Err 67.88, NNet Normalized RMS Err 0.73) (Output 15 NNet RMS Err 45.11, Mean RMS Err 54.02, NNet Normalized RMS Err 0.84) ** predicting voxel_i(t) <-- voxel_i(t-1)... Output 1: NNet RMS Err: 35.52, Mean RMS Err: 40.03, NNet Normalized RMS Err: 0.89 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(1)/dIN(19) 0.11 (min-slopes: 0.11) (max-slopes: 0.11) dOUT(1)/dIN(34) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(1)/dIN(36) 0.08 (min-slopes: 0.08) (max-slopes: 0.08) dOUT(1)/dIN(22) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(1)/dIN(26) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(1)/dIN(5) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(1)/dIN(18) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(1)/dIN(3) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(1)/dIN(24) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(1)/dIN(29) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(1)/dIN(15) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(1)/dIN(16) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(1)/dIN(7) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(1)/dIN(2) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(1)/dIN(20) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(1)/dIN(25) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(1)/dIN(12) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(35) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(33) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(1)/dIN(1) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(1)/dIN(4) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(1)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(28) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(17) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(13) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(1)/dIN(11) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(14) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(1)/dIN(31) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(1)/dIN(6) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(21) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(1)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(9) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(23) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 2: NNet RMS Err: 32.23, Mean RMS Err: 38.41, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(2)/dIN(18) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(2)/dIN(19) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(2)/dIN(12) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(2)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(2)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(2)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(2)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(2)/dIN(16) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(21) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(35) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(2)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(2)/dIN(5) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(2)/dIN(23) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(2)/dIN(7) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(2)/dIN(36) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(2)/dIN(8) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(2)/dIN(10) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(2)/dIN(32) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(2)/dIN(28) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(2)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(2)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(2)/dIN(27) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(2)/dIN(20) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(2)/dIN(29) 0.02 (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(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(2)/dIN(4) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(33) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(1) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(9) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(24) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 3: NNet RMS Err: 33.20, Mean RMS Err: 41.98, NNet Normalized RMS Err: 0.79 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(3)/dIN(4) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(3)/dIN(12) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(3)/dIN(18) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(3)/dIN(22) 0.10 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(3)/dIN(31) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(3)/dIN(3) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(3)/dIN(17) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(3)/dIN(24) -.08 (min-slopes: -.09) (max-slopes: -.08) dOUT(3)/dIN(11) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(3)/dIN(10) -.08 (min-slopes: -.08) (max-slopes: -.07) dOUT(3)/dIN(20) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(3)/dIN(32) -.08 (min-slopes: -.08) (max-slopes: -.07) dOUT(3)/dIN(21) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(3)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(3)/dIN(6) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(3)/dIN(19) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(3)/dIN(33) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(3)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(3)/dIN(15) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(3)/dIN(27) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(3)/dIN(2) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(3)/dIN(36) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(3)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(3)/dIN(25) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(3)/dIN(23) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(3)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(3)/dIN(35) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(3)/dIN(16) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(3)/dIN(28) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(3)/dIN(29) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(3)/dIN(7) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(3)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(3)/dIN(34) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(3)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(3)/dIN(26) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(3)/dIN(8) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 4: NNet RMS Err: 28.90, Mean RMS Err: 35.81, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(4)/dIN(19) 0.10 (min-slopes: 0.10) (max-slopes: 0.10) dOUT(4)/dIN(18) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(4)/dIN(12) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(4)/dIN(26) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(4)/dIN(28) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(4)/dIN(21) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(4)/dIN(7) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(4)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(4)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(4)/dIN(22) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(4)/dIN(32) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(4)/dIN(4) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(4)/dIN(16) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(4)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(29) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(35) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(4)/dIN(10) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(4)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(4)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(4)/dIN(24) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(4)/dIN(23) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(4)/dIN(36) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(27) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(4)/dIN(9) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(4)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(20) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(15) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(4)/dIN(3) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(4)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(5) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(2) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(13) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(4)/dIN(30) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(33) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 5: NNet RMS Err: 33.33, Mean RMS Err: 34.86, NNet Normalized RMS Err: 0.96 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(5)/dIN(18) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(5)/dIN(12) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(5)/dIN(19) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(5)/dIN(31) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(5)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(5)/dIN(35) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(5)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(5)/dIN(16) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(5)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(22) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(5)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(5) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(4) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(5)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(5)/dIN(13) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(5)/dIN(33) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(5)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(7) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(21) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(27) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(5)/dIN(24) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(5)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(23) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(32) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(3) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(5)/dIN(29) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(5)/dIN(1) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(5)/dIN(10) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(26) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 6: NNet RMS Err: 32.78, Mean RMS Err: 36.50, NNet Normalized RMS Err: 0.90 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(6)/dIN(18) 0.13 (min-slopes: 0.11) (max-slopes: 0.15) dOUT(6)/dIN(19) 0.11 (min-slopes: 0.09) (max-slopes: 0.12) dOUT(6)/dIN(34) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(6)/dIN(22) -.09 (min-slopes: -.10) (max-slopes: -.08) dOUT(6)/dIN(12) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(6)/dIN(31) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(6)/dIN(5) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(6)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(6)/dIN(24) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(6)/dIN(16) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(6)/dIN(35) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(6)/dIN(36) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(6)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(6)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(9) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(1) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(6)/dIN(4) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(6)/dIN(3) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(6)/dIN(2) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(6)/dIN(28) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(6)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(6)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(6)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(6)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(6)/dIN(23) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(21) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(6)/dIN(11) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(6)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(6)/dIN(20) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(17) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(26) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(6)/dIN(27) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(6)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(6)/dIN(33) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 7: NNet RMS Err: 45.36, Mean RMS Err: 53.65, NNet Normalized RMS Err: 0.85 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(7)/dIN(7) 0.15 (min-slopes: 0.14) (max-slopes: 0.16) dOUT(7)/dIN(26) 0.15 (min-slopes: 0.14) (max-slopes: 0.16) dOUT(7)/dIN(28) 0.14 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(7)/dIN(4) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(7)/dIN(19) 0.11 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(7)/dIN(29) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(7)/dIN(12) 0.09 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(7)/dIN(32) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(7)/dIN(16) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(7)/dIN(36) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(7)/dIN(25) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(7)/dIN(13) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(7)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(7)/dIN(21) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(7)/dIN(17) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(7)/dIN(35) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(7)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(7)/dIN(20) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(7)/dIN(15) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(7)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(7)/dIN(22) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(7)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(7)/dIN(18) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(7)/dIN(5) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(7)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(23) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(27) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(9) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(8) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(7)/dIN(31) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(7)/dIN(2) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(7)/dIN(24) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 8: NNet RMS Err: 33.76, Mean RMS Err: 39.73, NNet Normalized RMS Err: 0.85 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(8)/dIN(12) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(8)/dIN(18) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(8)/dIN(4) 0.11 (min-slopes: 0.11) (max-slopes: 0.11) dOUT(8)/dIN(19) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(8)/dIN(31) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(8)/dIN(7) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(8)/dIN(32) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(8)/dIN(17) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(8)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(8)/dIN(21) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(8)/dIN(16) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(8)/dIN(35) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(8)/dIN(6) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(8)/dIN(14) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(8)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(8)/dIN(28) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(8)/dIN(26) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(8)/dIN(27) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(8)/dIN(33) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(8)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(8)/dIN(10) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(8)/dIN(22) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(8)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(8)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(8)/dIN(24) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(8)/dIN(20) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(8)/dIN(15) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(8)/dIN(23) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(8)/dIN(8) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(29) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(2) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(5) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(8)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(8)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 9: NNet RMS Err: 48.15, Mean RMS Err: 57.54, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(9)/dIN(18) 0.26 (min-slopes: 0.24) (max-slopes: 0.26) dOUT(9)/dIN(12) 0.21 (min-slopes: 0.20) (max-slopes: 0.22) dOUT(9)/dIN(31) 0.19 (min-slopes: 0.18) (max-slopes: 0.19) dOUT(9)/dIN(19) 0.15 (min-slopes: 0.15) (max-slopes: 0.16) dOUT(9)/dIN(34) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(9)/dIN(9) 0.12 (min-slopes: 0.12) (max-slopes: 0.12) dOUT(9)/dIN(35) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(9)/dIN(11) 0.11 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(9)/dIN(22) -.11 (min-slopes: -.11) (max-slopes: -.10) dOUT(9)/dIN(16) 0.09 (min-slopes: 0.09) (max-slopes: 0.09) dOUT(9)/dIN(13) 0.08 (min-slopes: 0.08) (max-slopes: 0.08) dOUT(9)/dIN(4) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(9)/dIN(14) 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(33) -.07 (min-slopes: -.07) (max-slopes: -.07) dOUT(9)/dIN(6) -.07 (min-slopes: -.07) (max-slopes: -.07) dOUT(9)/dIN(17) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(9)/dIN(28) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(9)/dIN(27) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(9)/dIN(5) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(9)/dIN(30) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(9)/dIN(15) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(9)/dIN(26) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(9)/dIN(29) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(9)/dIN(21) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(9)/dIN(23) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(9)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(9)/dIN(20) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(9)/dIN(1) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(9)/dIN(32) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(9)/dIN(7) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(9)/dIN(10) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(9)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(9)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(25) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(9)/dIN(36) 0.00 (min-slopes: -.00) (max-slopes: 0.01) Output 10: NNet RMS Err: 37.85, Mean RMS Err: 42.79, NNet Normalized RMS Err: 0.88 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(10)/dIN(18) 0.16 (min-slopes: 0.16) (max-slopes: 0.17) dOUT(10)/dIN(12) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(10)/dIN(31) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(10)/dIN(9) 0.09 (min-slopes: 0.09) (max-slopes: 0.09) dOUT(10)/dIN(19) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(10)/dIN(11) 0.08 (min-slopes: 0.08) (max-slopes: 0.08) dOUT(10)/dIN(34) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(10)/dIN(35) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(10)/dIN(22) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(10)/dIN(4) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(10)/dIN(13) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(10)/dIN(16) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(10)/dIN(33) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(10)/dIN(28) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(10)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(10)/dIN(26) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(10)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(10)/dIN(14) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(10)/dIN(30) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(10)/dIN(27) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(10)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(10)/dIN(29) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(10)/dIN(15) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(5) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(21) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(10)/dIN(20) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(10)/dIN(24) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(10)/dIN(23) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(10)/dIN(1) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(10)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(10)/dIN(32) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(10) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(36) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(10)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 11: NNet RMS Err: 51.35, Mean RMS Err: 68.04, NNet Normalized RMS Err: 0.75 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(11)/dIN(19) 0.26 (min-slopes: 0.23) (max-slopes: 0.26) dOUT(11)/dIN(18) 0.25 (min-slopes: 0.23) (max-slopes: 0.25) dOUT(11)/dIN(12) 0.20 (min-slopes: 0.18) (max-slopes: 0.20) dOUT(11)/dIN(34) 0.19 (min-slopes: 0.18) (max-slopes: 0.20) dOUT(11)/dIN(22) -.16 (min-slopes: -.16) (max-slopes: -.15) dOUT(11)/dIN(31) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(11)/dIN(5) 0.13 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(11)/dIN(16) 0.13 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(11)/dIN(35) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(11)/dIN(36) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(11)/dIN(24) 0.10 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(11)/dIN(15) 0.10 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(11)/dIN(7) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(11)/dIN(8) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(11)/dIN(26) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(11)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(3) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(11)/dIN(6) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(11)/dIN(9) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(11)/dIN(2) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(11)/dIN(29) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(11)/dIN(25) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(11)/dIN(1) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(11)/dIN(21) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(11)/dIN(30) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(11)/dIN(20) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(11)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(11)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(11)/dIN(28) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(11)/dIN(4) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(11)/dIN(27) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(11)/dIN(23) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(11)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(11)/dIN(32) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(11)/dIN(33) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 12: NNet RMS Err: 36.30, Mean RMS Err: 44.87, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(12)/dIN(19) 0.16 (min-slopes: 0.15) (max-slopes: 0.16) dOUT(12)/dIN(34) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(12)/dIN(18) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(12)/dIN(22) -.13 (min-slopes: -.13) (max-slopes: -.12) dOUT(12)/dIN(36) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(12)/dIN(5) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(12)/dIN(24) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(12)/dIN(15) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(12)/dIN(3) -.08 (min-slopes: -.08) (max-slopes: -.08) dOUT(12)/dIN(4) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(12)/dIN(12) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(12)/dIN(16) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(12)/dIN(26) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(12)/dIN(2) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(12)/dIN(8) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(12)/dIN(1) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(12)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(12)/dIN(35) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(12)/dIN(29) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(12)/dIN(20) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(12)/dIN(25) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(12)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(12)/dIN(7) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(12)/dIN(17) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(12)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(12)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(12)/dIN(32) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(12)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(12)/dIN(11) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(12)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(27) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(21) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(13) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(12)/dIN(28) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(12)/dIN(23) -.01 (min-slopes: -.01) (max-slopes: -.01) Output 13: NNet RMS Err: 40.32, Mean RMS Err: 50.81, NNet Normalized RMS Err: 0.79 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(13)/dIN(18) 0.21 (min-slopes: 0.20) (max-slopes: 0.21) dOUT(13)/dIN(19) 0.17 (min-slopes: 0.16) (max-slopes: 0.18) dOUT(13)/dIN(34) 0.14 (min-slopes: 0.14) (max-slopes: 0.15) dOUT(13)/dIN(22) -.14 (min-slopes: -.15) (max-slopes: -.13) dOUT(13)/dIN(12) 0.12 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(13)/dIN(31) 0.12 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(13)/dIN(15) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(13)/dIN(5) 0.10 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(13)/dIN(24) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(13)/dIN(35) 0.08 (min-slopes: 0.08) (max-slopes: 0.08) dOUT(13)/dIN(16) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(13)/dIN(36) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(13)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(13)/dIN(1) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(13)/dIN(14) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(13)/dIN(4) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(13)/dIN(3) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(13)/dIN(2) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(13)/dIN(9) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(13)/dIN(28) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(13)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(13)/dIN(13) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(13)/dIN(32) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(13)/dIN(30) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(13)/dIN(23) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(13)/dIN(21) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(13)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(13)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(20) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(13)/dIN(17) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(13)/dIN(27) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(13)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(13)/dIN(26) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(13)/dIN(33) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(13)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 14: NNet RMS Err: 49.26, Mean RMS Err: 67.88, NNet Normalized RMS Err: 0.73 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(14)/dIN(18) 0.29 (min-slopes: 0.27) (max-slopes: 0.29) dOUT(14)/dIN(19) 0.26 (min-slopes: 0.24) (max-slopes: 0.26) dOUT(14)/dIN(22) -.22 (min-slopes: -.22) (max-slopes: -.21) dOUT(14)/dIN(34) 0.22 (min-slopes: 0.21) (max-slopes: 0.22) dOUT(14)/dIN(12) 0.20 (min-slopes: 0.19) (max-slopes: 0.21) dOUT(14)/dIN(31) 0.17 (min-slopes: 0.16) (max-slopes: 0.17) dOUT(14)/dIN(5) 0.16 (min-slopes: 0.15) (max-slopes: 0.16) dOUT(14)/dIN(15) 0.14 (min-slopes: 0.14) (max-slopes: 0.15) dOUT(14)/dIN(24) 0.13 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(14)/dIN(16) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(14)/dIN(35) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(14)/dIN(36) 0.12 (min-slopes: 0.12) (max-slopes: 0.12) dOUT(14)/dIN(8) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(14)/dIN(3) -.09 (min-slopes: -.09) (max-slopes: -.09) dOUT(14)/dIN(9) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(14)/dIN(1) -.08 (min-slopes: -.09) (max-slopes: -.08) dOUT(14)/dIN(2) -.08 (min-slopes: -.08) (max-slopes: -.08) dOUT(14)/dIN(14) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(14)/dIN(6) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(14)/dIN(7) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(14)/dIN(30) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(14)/dIN(25) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(14)/dIN(10) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(14)/dIN(20) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(14)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(14)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(28) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(14)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(21) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(29) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(14)/dIN(32) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(14)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(14)/dIN(23) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(14)/dIN(27) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(14)/dIN(17) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(14)/dIN(33) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 15: NNet RMS Err: 45.11, Mean RMS Err: 54.02, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(15)/dIN(19) 0.19 (min-slopes: 0.18) (max-slopes: 0.20) dOUT(15)/dIN(34) 0.15 (min-slopes: 0.14) (max-slopes: 0.16) dOUT(15)/dIN(18) 0.15 (min-slopes: 0.14) (max-slopes: 0.15) dOUT(15)/dIN(36) 0.14 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(15)/dIN(22) -.14 (min-slopes: -.14) (max-slopes: -.12) dOUT(15)/dIN(5) 0.13 (min-slopes: 0.12) (max-slopes: 0.13) dOUT(15)/dIN(15) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(15)/dIN(24) 0.11 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(15)/dIN(4) -.11 (min-slopes: -.12) (max-slopes: -.11) dOUT(15)/dIN(3) -.10 (min-slopes: -.10) (max-slopes: -.09) dOUT(15)/dIN(26) 0.09 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(15)/dIN(16) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(15)/dIN(2) -.08 (min-slopes: -.08) (max-slopes: -.07) dOUT(15)/dIN(29) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(15)/dIN(12) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(15)/dIN(8) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(15)/dIN(1) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(15)/dIN(17) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(15)/dIN(20) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(15)/dIN(35) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(15)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(15)/dIN(33) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(15)/dIN(25) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(15)/dIN(10) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(7) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(11) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(15)/dIN(32) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(15)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(15)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(15)/dIN(21) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(13) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(15)/dIN(28) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(23) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(15)/dIN(9) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(15)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01)