;;;-----------------------------------
 (sun jan 24 1999 18 47 4)

NOTE: Strong inhibitory influence of v_4(t) on v_15(t+1), 
                 but no influence of v_15(t) on v_4(t+1)

 ((attempting to learn output from (input) using 555 examples plus 238 held
   out)
  (network has 8 hidden units training for 75000 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/train-1-24-99-pm-8h")
 (training and holdout errors (9551880 0.0012138622 0.0013370549 26000)))


(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 36.19541
         (34.17258 32.712917 32.567978 29.419352 32.640778 30.347157 39.39328
          30.207691 43.666878 37.32032 45.3552 33.95415 35.517277 43.646725
          42.00887))
(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 238 45.270065
 (47.213158 41.10295 46.854195 42.227234 40.93219 40.257183 49.054768
  37.108418 48.37438 48.663425 52.86383 40.458637 45.15016 46.47412 52.316288))
(sun jan 24 1999 21 16 49)
(Above evaluation based on *holdout* set
  (ex935 ex931 ex923 ex917 ex913 ex907 ex905 ex901 ex893 ex885 ex883 ex881
   ex873 ex869 ex857 ex847 ex845 ex825 ex823 ex819 ex817 ex813 ex811 ex805
   ex793 ex791 ex785 ex783 ex781 ex779 ex777 ex767 ex761 ex757 ex747 ex741
   ex739 ex735 ex729 ex723 ex715 ex705 ex701 ex695 ex693 ex691 ex683 ex673
   ex671 ex663 ex657 ex639 ex633 ex627 ex609 ex605 ex599 ex595 ex593 ex591
   ex589 ex575 ex567 ex545 ex543 ex537 ex535 ex533 ex523 ex517 ex501 ex495
   ex493 ex489 ex487 ex485 ex479 ex465 ex459 ex457 ex443 ex439 ex437 ex431
   ex419 ex415 ex413 ex407 ex403 ex387 ex377 ex375 ex373 ex367 ex363 ex357
   ex353 ex351 ex349 ex347 ex327 ex325 ex317 ex295 ex291 ex281 ex279 ex277
   ex275 ex267 ex261 ex245 ex237 ex235 ex231 ex219 ex209 ex195 ex189 ex179
   ex175 ex173 ex167 ex151 ex147 ex180 ex192 ex204 ex206 ex210 ex216 ex222
   ex226 ex230 ex234 ex236 ex238 ex242 ex246 ex252 ex254 ex274 ex284 ex298
   ex324 ex326 ex328 ex336 ex340 ex344 ex360 ex364 ex368 ex370 ex374 ex376
   ex386 ex390 ex392 ex394 ex398 ex402 ex408 ex414 ex426 ex434 ex442 ex448
   ex452 ex458 ex462 ex468 ex476 ex484 ex486 ex498 ex504 ex506 ex516 ex518
   ex520 ex522 ex528 ex542 ex546 ex558 ex562 ex572 ex582 ex602 ex626 ex628
   ex634 ex638 ex640 ex642 ex644 ex652 ex658 ex668 ex670 ex678 ex684 ex698
   ex702 ex708 ex736 ex740 ex746 ex756 ex766 ex768 ex770 ex772 ex784 ex788
   ex792 ex796 ex804 ex808 ex814 ex816 ex830 ex834 ex836 ex838 ex840 ex854
   ex866 ex872 ex886 ex890 ex896 ex898 ex904 ex914 ex924 ex928)

(Output 1
 NNet RMS Err 34.17, Mean RMS Err 40.03, NNet Normalized RMS Err 0.85)
(Output 2
 NNet RMS Err 32.71, Mean RMS Err 38.41, NNet Normalized RMS Err 0.85)
(Output 3
 NNet RMS Err 32.57, Mean RMS Err 41.98, NNet Normalized RMS Err 0.78)
(Output 4
 NNet RMS Err 29.42, Mean RMS Err 35.81, NNet Normalized RMS Err 0.82)
(Output 5
 NNet RMS Err 32.64, Mean RMS Err 34.86, NNet Normalized RMS Err 0.94)
(Output 6
 NNet RMS Err 30.35, Mean RMS Err 36.50, NNet Normalized RMS Err 0.83)
(Output 7
 NNet RMS Err 39.39, Mean RMS Err 53.65, NNet Normalized RMS Err 0.73)
(Output 8
 NNet RMS Err 30.21, Mean RMS Err 39.73, NNet Normalized RMS Err 0.76)
(Output 9
 NNet RMS Err 43.67, Mean RMS Err 57.54, NNet Normalized RMS Err 0.76)
(Output 10
 NNet RMS Err 37.32, Mean RMS Err 42.79, NNet Normalized RMS Err 0.87)
(Output 11
 NNet RMS Err 45.36, Mean RMS Err 68.04, NNet Normalized RMS Err 0.67)
(Output 12
 NNet RMS Err 33.95, Mean RMS Err 44.87, NNet Normalized RMS Err 0.76)
(Output 13
 NNet RMS Err 35.52, Mean RMS Err 50.81, NNet Normalized RMS Err 0.70)
(Output 14
 NNet RMS Err 43.65, Mean RMS Err 67.88, NNet Normalized RMS Err 0.64)
(Output 15
 NNet RMS Err 42.01, Mean RMS Err 54.02, NNet Normalized RMS Err 0.78)


Output 1:
 NNet RMS Err: 34.17, Mean RMS Err: 40.03, NNet Normalized RMS Err: 0.85  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(1)/dIN(1) 0.15  (min-slopes: 0.13) (max-slopes: 0.16)
  dOUT(1)/dIN(11) 0.14  (min-slopes: 0.13) (max-slopes: 0.15)
  dOUT(1)/dIN(3) -.14  (min-slopes: -.14) (max-slopes: -.12)
  dOUT(1)/dIN(7) 0.11  (min-slopes: 0.10) (max-slopes: 0.11)
  dOUT(1)/dIN(12) 0.09  (min-slopes: 0.08) (max-slopes: 0.10)
  dOUT(1)/dIN(15) 0.08  (min-slopes: 0.08) (max-slopes: 0.09)
  dOUT(1)/dIN(5) -.06  (min-slopes: -.07) (max-slopes: -.05)
  dOUT(1)/dIN(13) -.06  (min-slopes: -.06) (max-slopes: -.05)
  dOUT(1)/dIN(4) 0.04  (min-slopes: 0.04) (max-slopes: 0.04)
  dOUT(1)/dIN(6) 0.04  (min-slopes: 0.03) (max-slopes: 0.04)
  dOUT(1)/dIN(2) -.03  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(1)/dIN(8) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(1)/dIN(14) 0.01  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(1)/dIN(10) -.01  (min-slopes: -.01) (max-slopes: -.01)
  dOUT(1)/dIN(9) 0.00  (min-slopes: -.00) (max-slopes: 0.01)

Output 2:
 NNet RMS Err: 32.71, Mean RMS Err: 38.41, NNet Normalized RMS Err: 0.85  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(2)/dIN(8) 0.10  (min-slopes: 0.09) (max-slopes: 0.11)
  dOUT(2)/dIN(1) 0.10  (min-slopes: 0.09) (max-slopes: 0.10)
  dOUT(2)/dIN(14) 0.09  (min-slopes: 0.08) (max-slopes: 0.10)
  dOUT(2)/dIN(5) 0.08  (min-slopes: 0.07) (max-slopes: 0.09)
  dOUT(2)/dIN(11) 0.08  (min-slopes: 0.07) (max-slopes: 0.08)
  dOUT(2)/dIN(3) 0.08  (min-slopes: 0.06) (max-slopes: 0.09)
  dOUT(2)/dIN(4) -.07  (min-slopes: -.08) (max-slopes: -.06)
  dOUT(2)/dIN(13) 0.07  (min-slopes: 0.06) (max-slopes: 0.08)
  dOUT(2)/dIN(6) -.06  (min-slopes: -.06) (max-slopes: -.05)
  dOUT(2)/dIN(10) 0.04  (min-slopes: 0.03) (max-slopes: 0.05)
  dOUT(2)/dIN(9) 0.04  (min-slopes: 0.03) (max-slopes: 0.05)
  dOUT(2)/dIN(2) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(2)/dIN(7) -.02  (min-slopes: -.02) (max-slopes: -.01)
  dOUT(2)/dIN(12) 0.01  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(2)/dIN(15) -.00  (min-slopes: -.00) (max-slopes: 0.01)

Output 3:
 NNet RMS Err: 32.57, Mean RMS Err: 41.98, NNet Normalized RMS Err: 0.78  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(3)/dIN(3) 0.26  (min-slopes: 0.22) (max-slopes: 0.30)
  dOUT(3)/dIN(8) 0.24  (min-slopes: 0.20) (max-slopes: 0.27)
  dOUT(3)/dIN(10) 0.14  (min-slopes: 0.12) (max-slopes: 0.16)
  dOUT(3)/dIN(12) -.13  (min-slopes: -.14) (max-slopes: -.11)
  dOUT(3)/dIN(5) 0.12  (min-slopes: 0.10) (max-slopes: 0.14)
  dOUT(3)/dIN(9) 0.11  (min-slopes: 0.09) (max-slopes: 0.12)
  dOUT(3)/dIN(14) 0.10  (min-slopes: 0.08) (max-slopes: 0.12)
  dOUT(3)/dIN(4) -.09  (min-slopes: -.11) (max-slopes: -.07)
  dOUT(3)/dIN(1) -.08  (min-slopes: -.09) (max-slopes: -.08)
  dOUT(3)/dIN(6) -.08  (min-slopes: -.09) (max-slopes: -.06)
  dOUT(3)/dIN(7) 0.04  (min-slopes: 0.03) (max-slopes: 0.04)
  dOUT(3)/dIN(15) -.03  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(3)/dIN(2) 0.01  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(3)/dIN(11) -.01  (min-slopes: -.01) (max-slopes: 0.00)
  dOUT(3)/dIN(13) 0.01  (min-slopes: -.00) (max-slopes: 0.02)

Output 4:
 NNet RMS Err: 29.42, Mean RMS Err: 35.81, NNet Normalized RMS Err: 0.82  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(4)/dIN(8) 0.15  (min-slopes: 0.14) (max-slopes: 0.16)
  dOUT(4)/dIN(1) 0.09  (min-slopes: 0.09) (max-slopes: 0.10)
  dOUT(4)/dIN(11) 0.08  (min-slopes: 0.08) (max-slopes: 0.09)
  dOUT(4)/dIN(5) 0.08  (min-slopes: 0.07) (max-slopes: 0.08)
  dOUT(4)/dIN(14) 0.07  (min-slopes: 0.07) (max-slopes: 0.07)
  dOUT(4)/dIN(10) 0.06  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(4)/dIN(4) -.06  (min-slopes: -.07) (max-slopes: -.05)
  dOUT(4)/dIN(3) 0.06  (min-slopes: 0.05) (max-slopes: 0.07)
  dOUT(4)/dIN(6) -.06  (min-slopes: -.06) (max-slopes: -.05)
  dOUT(4)/dIN(9) 0.05  (min-slopes: 0.04) (max-slopes: 0.06)
  dOUT(4)/dIN(7) 0.04  (min-slopes: 0.03) (max-slopes: 0.05)
  dOUT(4)/dIN(12) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(4)/dIN(13) 0.02  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(4)/dIN(2) -.00  (min-slopes: -.00) (max-slopes: -.00)
  dOUT(4)/dIN(15) -.00  (min-slopes: -.00) (max-slopes: -.00)

Output 5:
 NNet RMS Err: 32.64, Mean RMS Err: 34.86, NNet Normalized RMS Err: 0.94  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(5)/dIN(5) 0.15  (min-slopes: 0.13) (max-slopes: 0.17)
  dOUT(5)/dIN(14) 0.11  (min-slopes: 0.10) (max-slopes: 0.13)
  dOUT(5)/dIN(3) 0.11  (min-slopes: 0.10) (max-slopes: 0.13)
  dOUT(5)/dIN(15) 0.10  (min-slopes: 0.08) (max-slopes: 0.11)
  dOUT(5)/dIN(13) 0.09  (min-slopes: 0.08) (max-slopes: 0.10)
  dOUT(5)/dIN(7) 0.06  (min-slopes: 0.05) (max-slopes: 0.06)
  dOUT(5)/dIN(9) -.04  (min-slopes: -.05) (max-slopes: -.04)
  dOUT(5)/dIN(4) -.04  (min-slopes: -.05) (max-slopes: -.04)
  dOUT(5)/dIN(12) -.03  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(5)/dIN(10) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(5)/dIN(1) -.02  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(5)/dIN(8) -.01  (min-slopes: -.01) (max-slopes: -.01)
  dOUT(5)/dIN(6) 0.00  (min-slopes: 0.00) (max-slopes: 0.00)
  dOUT(5)/dIN(11) -.00  (min-slopes: -.00) (max-slopes: 0.00)
  dOUT(5)/dIN(2) 0.00  (min-slopes: 0.00) (max-slopes: 0.00)

Output 6:
 NNet RMS Err: 30.35, Mean RMS Err: 36.50, NNet Normalized RMS Err: 0.83  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(6)/dIN(15) 0.15  (min-slopes: 0.11) (max-slopes: 0.21)
  dOUT(6)/dIN(13) 0.11  (min-slopes: 0.07) (max-slopes: 0.13)
  dOUT(6)/dIN(11) 0.10  (min-slopes: 0.07) (max-slopes: 0.13)
  dOUT(6)/dIN(14) 0.08  (min-slopes: 0.06) (max-slopes: 0.11)
  dOUT(6)/dIN(6) 0.06  (min-slopes: 0.04) (max-slopes: 0.08)
  dOUT(6)/dIN(8) -.05  (min-slopes: -.06) (max-slopes: -.04)
  dOUT(6)/dIN(1) 0.05  (min-slopes: 0.03) (max-slopes: 0.06)
  dOUT(6)/dIN(3) -.04  (min-slopes: -.05) (max-slopes: -.03)
  dOUT(6)/dIN(4) -.03  (min-slopes: -.04) (max-slopes: -.02)
  dOUT(6)/dIN(5) 0.02  (min-slopes: 0.01) (max-slopes: 0.03)
  dOUT(6)/dIN(12) 0.01  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(6)/dIN(2) 0.01  (min-slopes: 0.00) (max-slopes: 0.01)
  dOUT(6)/dIN(7) -.01  (min-slopes: -.01) (max-slopes: 0.00)
  dOUT(6)/dIN(9) 0.00  (min-slopes: 0.00) (max-slopes: 0.01)
  dOUT(6)/dIN(10) -.00  (min-slopes: -.00) (max-slopes: 0.00)

Output 7:
 NNet RMS Err: 39.39, Mean RMS Err: 53.65, NNet Normalized RMS Err: 0.73  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(7)/dIN(7) 0.41  (min-slopes: 0.32) (max-slopes: 0.49)
  dOUT(7)/dIN(5) 0.18  (min-slopes: 0.14) (max-slopes: 0.22)
  dOUT(7)/dIN(15) 0.16  (min-slopes: 0.13) (max-slopes: 0.18)
  dOUT(7)/dIN(13) -.14  (min-slopes: -.18) (max-slopes: -.11)
  dOUT(7)/dIN(9) -.13  (min-slopes: -.16) (max-slopes: -.11)
  dOUT(7)/dIN(14) 0.13  (min-slopes: 0.10) (max-slopes: 0.15)
  dOUT(7)/dIN(4) 0.10  (min-slopes: 0.07) (max-slopes: 0.12)
  dOUT(7)/dIN(2) -.08  (min-slopes: -.10) (max-slopes: -.06)
  dOUT(7)/dIN(8) 0.08  (min-slopes: 0.06) (max-slopes: 0.10)
  dOUT(7)/dIN(3) 0.07  (min-slopes: 0.05) (max-slopes: 0.10)
  dOUT(7)/dIN(1) 0.06  (min-slopes: 0.04) (max-slopes: 0.07)
  dOUT(7)/dIN(11) 0.05  (min-slopes: 0.04) (max-slopes: 0.06)
  dOUT(7)/dIN(12) 0.04  (min-slopes: 0.03) (max-slopes: 0.05)
  dOUT(7)/dIN(10) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(7)/dIN(6) 0.01  (min-slopes: -.00) (max-slopes: 0.02)

Output 8:
 NNet RMS Err: 30.21, Mean RMS Err: 39.73, NNet Normalized RMS Err: 0.76  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(8)/dIN(8) 0.24  (min-slopes: 0.21) (max-slopes: 0.25)
  dOUT(8)/dIN(9) 0.16  (min-slopes: 0.14) (max-slopes: 0.17)
  dOUT(8)/dIN(11) 0.12  (min-slopes: 0.11) (max-slopes: 0.13)
  dOUT(8)/dIN(10) 0.12  (min-slopes: 0.10) (max-slopes: 0.12)
  dOUT(8)/dIN(3) 0.10  (min-slopes: 0.09) (max-slopes: 0.11)
  dOUT(8)/dIN(14) 0.08  (min-slopes: 0.07) (max-slopes: 0.08)
  dOUT(8)/dIN(12) -.07  (min-slopes: -.07) (max-slopes: -.06)
  dOUT(8)/dIN(4) -.07  (min-slopes: -.07) (max-slopes: -.05)
  dOUT(8)/dIN(1) 0.04  (min-slopes: 0.04) (max-slopes: 0.05)
  dOUT(8)/dIN(6) -.04  (min-slopes: -.05) (max-slopes: -.04)
  dOUT(8)/dIN(13) -.03  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(8)/dIN(5) -.02  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(8)/dIN(2) 0.02  (min-slopes: 0.02) (max-slopes: 0.02)
  dOUT(8)/dIN(7) 0.02  (min-slopes: 0.01) (max-slopes: 0.02)
  dOUT(8)/dIN(15) -.00  (min-slopes: -.01) (max-slopes: -.00)

Output 9:
 NNet RMS Err: 43.67, Mean RMS Err: 57.54, NNet Normalized RMS Err: 0.76  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(9)/dIN(9) 0.26  (min-slopes: 0.23) (max-slopes: 0.27)
  dOUT(9)/dIN(11) 0.19  (min-slopes: 0.17) (max-slopes: 0.20)
  dOUT(9)/dIN(8) 0.18  (min-slopes: 0.16) (max-slopes: 0.18)
  dOUT(9)/dIN(12) -.15  (min-slopes: -.16) (max-slopes: -.14)
  dOUT(9)/dIN(7) -.15  (min-slopes: -.15) (max-slopes: -.13)
  dOUT(9)/dIN(5) -.13  (min-slopes: -.14) (max-slopes: -.11)
  dOUT(9)/dIN(10) 0.13  (min-slopes: 0.12) (max-slopes: 0.14)
  dOUT(9)/dIN(4) -.12  (min-slopes: -.12) (max-slopes: -.11)
  dOUT(9)/dIN(15) 0.11  (min-slopes: 0.10) (max-slopes: 0.12)
  dOUT(9)/dIN(14) 0.10  (min-slopes: 0.09) (max-slopes: 0.11)
  dOUT(9)/dIN(13) 0.10  (min-slopes: 0.08) (max-slopes: 0.10)
  dOUT(9)/dIN(3) 0.06  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(9)/dIN(2) 0.06  (min-slopes: 0.05) (max-slopes: 0.06)
  dOUT(9)/dIN(6) 0.05  (min-slopes: 0.04) (max-slopes: 0.06)
  dOUT(9)/dIN(1) -.03  (min-slopes: -.04) (max-slopes: -.02)

Output 10:
 NNet RMS Err: 37.32, Mean RMS Err: 42.79, NNet Normalized RMS Err: 0.87  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(10)/dIN(9) 0.17  (min-slopes: 0.15) (max-slopes: 0.18)
  dOUT(10)/dIN(12) -.15  (min-slopes: -.16) (max-slopes: -.14)
  dOUT(10)/dIN(8) 0.14  (min-slopes: 0.12) (max-slopes: 0.15)
  dOUT(10)/dIN(10) 0.11  (min-slopes: 0.10) (max-slopes: 0.12)
  dOUT(10)/dIN(1) -.10  (min-slopes: -.10) (max-slopes: -.09)
  dOUT(10)/dIN(3) 0.10  (min-slopes: 0.09) (max-slopes: 0.10)
  dOUT(10)/dIN(15) 0.08  (min-slopes: 0.08) (max-slopes: 0.09)
  dOUT(10)/dIN(11) 0.08  (min-slopes: 0.07) (max-slopes: 0.09)
  dOUT(10)/dIN(5) -.07  (min-slopes: -.07) (max-slopes: -.06)
  dOUT(10)/dIN(14) 0.07  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(10)/dIN(4) -.06  (min-slopes: -.07) (max-slopes: -.05)
  dOUT(10)/dIN(6) 0.04  (min-slopes: 0.04) (max-slopes: 0.05)
  dOUT(10)/dIN(7) -.04  (min-slopes: -.04) (max-slopes: -.03)
  dOUT(10)/dIN(13) 0.02  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(10)/dIN(2) 0.02  (min-slopes: 0.02) (max-slopes: 0.02)

Output 11:
 NNet RMS Err: 45.36, Mean RMS Err: 68.04, NNet Normalized RMS Err: 0.67  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(11)/dIN(11) 0.25  (min-slopes: 0.21) (max-slopes: 0.27)
  dOUT(11)/dIN(15) 0.21  (min-slopes: 0.18) (max-slopes: 0.22)
  dOUT(11)/dIN(14) 0.17  (min-slopes: 0.15) (max-slopes: 0.18)
  dOUT(11)/dIN(13) 0.16  (min-slopes: 0.13) (max-slopes: 0.17)
  dOUT(11)/dIN(9) 0.13  (min-slopes: 0.11) (max-slopes: 0.15)
  dOUT(11)/dIN(1) 0.13  (min-slopes: 0.10) (max-slopes: 0.14)
  dOUT(11)/dIN(4) -.10  (min-slopes: -.11) (max-slopes: -.08)
  dOUT(11)/dIN(8) 0.08  (min-slopes: 0.07) (max-slopes: 0.10)
  dOUT(11)/dIN(10) 0.07  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(11)/dIN(6) 0.06  (min-slopes: 0.05) (max-slopes: 0.06)
  dOUT(11)/dIN(7) -.04  (min-slopes: -.06) (max-slopes: -.03)
  dOUT(11)/dIN(2) 0.04  (min-slopes: 0.04) (max-slopes: 0.05)
  dOUT(11)/dIN(5) -.02  (min-slopes: -.03) (max-slopes: -.01)
  dOUT(11)/dIN(12) -.02  (min-slopes: -.02) (max-slopes: -.02)
  dOUT(11)/dIN(3) -.01  (min-slopes: -.02) (max-slopes: -.00)

Output 12:
 NNet RMS Err: 33.95, Mean RMS Err: 44.87, NNet Normalized RMS Err: 0.76  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(12)/dIN(1) 0.17  (min-slopes: 0.16) (max-slopes: 0.17)
  dOUT(12)/dIN(11) 0.15  (min-slopes: 0.14) (max-slopes: 0.16)
  dOUT(12)/dIN(13) 0.11  (min-slopes: 0.10) (max-slopes: 0.11)
  dOUT(12)/dIN(12) 0.11  (min-slopes: 0.10) (max-slopes: 0.11)
  dOUT(12)/dIN(15) 0.10  (min-slopes: 0.09) (max-slopes: 0.11)
  dOUT(12)/dIN(3) -.09  (min-slopes: -.10) (max-slopes: -.08)
  dOUT(12)/dIN(14) 0.07  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(12)/dIN(4) -.06  (min-slopes: -.07) (max-slopes: -.06)
  dOUT(12)/dIN(5) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(12)/dIN(7) -.02  (min-slopes: -.03) (max-slopes: -.01)
  dOUT(12)/dIN(9) 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(8) 0.01  (min-slopes: 0.00) (max-slopes: 0.01)
  dOUT(12)/dIN(2) 0.00  (min-slopes: -.00) (max-slopes: 0.01)
  dOUT(12)/dIN(10) 0.00  (min-slopes: -.00) (max-slopes: 0.00)

Output 13:
 NNet RMS Err: 35.52, Mean RMS Err: 50.81, NNet Normalized RMS Err: 0.70  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(13)/dIN(13) 0.22  (min-slopes: 0.19) (max-slopes: 0.23)
  dOUT(13)/dIN(15) 0.17  (min-slopes: 0.15) (max-slopes: 0.18)
  dOUT(13)/dIN(11) 0.14  (min-slopes: 0.12) (max-slopes: 0.15)
  dOUT(13)/dIN(7) -.12  (min-slopes: -.13) (max-slopes: -.10)
  dOUT(13)/dIN(4) -.12  (min-slopes: -.12) (max-slopes: -.10)
  dOUT(13)/dIN(14) 0.11  (min-slopes: 0.10) (max-slopes: 0.12)
  dOUT(13)/dIN(1) 0.07  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(13)/dIN(9) 0.07  (min-slopes: 0.05) (max-slopes: 0.07)
  dOUT(13)/dIN(6) 0.06  (min-slopes: 0.05) (max-slopes: 0.06)
  dOUT(13)/dIN(3) -.03  (min-slopes: -.04) (max-slopes: -.02)
  dOUT(13)/dIN(2) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(13)/dIN(5) 0.03  (min-slopes: 0.02) (max-slopes: 0.04)
  dOUT(13)/dIN(10) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(13)/dIN(8) -.03  (min-slopes: -.03) (max-slopes: -.02)
  dOUT(13)/dIN(12) 0.02  (min-slopes: 0.01) (max-slopes: 0.02)

Output 14:
 NNet RMS Err: 43.65, Mean RMS Err: 67.88, NNet Normalized RMS Err: 0.64  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(14)/dIN(11) 0.23  (min-slopes: 0.20) (max-slopes: 0.24)
  dOUT(14)/dIN(15) 0.22  (min-slopes: 0.20) (max-slopes: 0.23)
  dOUT(14)/dIN(13) 0.22  (min-slopes: 0.19) (max-slopes: 0.23)
  dOUT(14)/dIN(14) 0.17  (min-slopes: 0.15) (max-slopes: 0.17)
  dOUT(14)/dIN(4) -.13  (min-slopes: -.13) (max-slopes: -.11)
  dOUT(14)/dIN(9) 0.12  (min-slopes: 0.10) (max-slopes: 0.12)
  dOUT(14)/dIN(1) 0.11  (min-slopes: 0.09) (max-slopes: 0.12)
  dOUT(14)/dIN(7) -.10  (min-slopes: -.11) (max-slopes: -.08)
  dOUT(14)/dIN(6) 0.07  (min-slopes: 0.06) (max-slopes: 0.07)
  dOUT(14)/dIN(10) 0.05  (min-slopes: 0.05) (max-slopes: 0.06)
  dOUT(14)/dIN(2) 0.04  (min-slopes: 0.04) (max-slopes: 0.05)
  dOUT(14)/dIN(3) -.03  (min-slopes: -.04) (max-slopes: -.02)
  dOUT(14)/dIN(8) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(14)/dIN(12) -.00  (min-slopes: -.01) (max-slopes: -.00)
  dOUT(14)/dIN(5) 0.00  (min-slopes: -.01) (max-slopes: 0.01)

Output 15:
 NNet RMS Err: 42.01, Mean RMS Err: 54.02, NNet Normalized RMS Err: 0.78  
Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes)
  dOUT(15)/dIN(13) 0.25  (min-slopes: 0.22) (max-slopes: 0.26)
  dOUT(15)/dIN(1) 0.18  (min-slopes: 0.17) (max-slopes: 0.19)
  dOUT(15)/dIN(11) 0.14  (min-slopes: 0.12) (max-slopes: 0.15)
  dOUT(15)/dIN(4) -.13  (min-slopes: -.13) (max-slopes: -.11)
  dOUT(15)/dIN(12) 0.12  (min-slopes: 0.12) (max-slopes: 0.13)
  dOUT(15)/dIN(15) 0.12  (min-slopes: 0.10) (max-slopes: 0.13)
  dOUT(15)/dIN(14) 0.12  (min-slopes: 0.11) (max-slopes: 0.13)
  dOUT(15)/dIN(5) 0.12  (min-slopes: 0.11) (max-slopes: 0.12)
  dOUT(15)/dIN(7) -.11  (min-slopes: -.11) (max-slopes: -.09)
  dOUT(15)/dIN(3) -.06  (min-slopes: -.06) (max-slopes: -.04)
  dOUT(15)/dIN(8) -.05  (min-slopes: -.06) (max-slopes: -.04)
  dOUT(15)/dIN(2) 0.03  (min-slopes: 0.02) (max-slopes: 0.03)
  dOUT(15)/dIN(10) -.01  (min-slopes: -.02) (max-slopes: -.01)
  dOUT(15)/dIN(9) -.01  (min-slopes: -.02) (max-slopes: -.00)
  dOUT(15)/dIN(6) 0.00  (min-slopes: -.00) (max-slopes: 0.00)