**********  14 March 2005  ************
**
** Analyze to what extent sharpening of the tuning curves can improve d'.
** The tuning properties of each "channel" can be manipulated individuall.
** The weight vector never changes: it stays either W0lin or W0step at all times.
** See PROBAB\HEBB_STATS and PRINT_HEBB_STATS for details on the analysis.
** See SHARPEN\GENERATE_CACHES.TXT for how the caches were generated.

 cd C:\work\PLModel1\sharpen; Mparams=PLM_params

Mparams = 
      rep_size: [7 5 1]
       max_act: 0.5000
      rep_gain: 0.8000
     rep_noise: 0.1000
     out_noise: 0.1950
      W_minmax: [-1 1]
        W_init: 0.1700
       W0_seed: [35x1 double]
    learn_rate: 0.0015
    runav_rate: 0.0200
     criterion: 2.2000
    fdbk_fract: 1
      blk_size: 300


% The "targetHWxOC10" caches manipulate the tuning bandwidth of the units sensitive to the target spatial frequency only (f=2 cyc/deg).
 global PLM_CACHE;  load targetHWxOC10;N=length(targetHWxOC10);
 for k=1:N  PLM_CACHE=targetHWxOC10{k};acache_tarHWxOC10(k)=aggreg_cache(PLM_CACHE);Hstats_tarHWxOC10(k)=Hebb_stats(Mparams);end
 save Hstats_tarHWxOC10 IparamsHWxOC10 Hstats_tarHWxOC10 acache_tarHWxOC10

 dpr0lin_tarHWxOC10=zeros(1,N);for k=1:N dpr0lin_tarHWxOC10(k)=mean(Hstats_tarHWxOC10(k).W0lin.dprime);end;dpr0lin_tarHWxOC10
 dpr0step_tarHWxOC10=zeros(1,N);for k=1:N dpr0step_tarHWxOC10(k)=mean(Hstats_tarHWxOC10(k).W0step.dprime);end;dpr0step_tarHWxOC10
 dpr0lin_tarHWxOC10./dpr0lin_tarHWxOC10(4) , dpr0step_tarHWxOC10./dpr0step_tarHWxOC10(4)

                      hw=10.5  hw=12  hw=13.5  hw=15  hw=16.5  hw=18
---------------------------------------------------------------------
dpr0lin_tarHWxOC10 =  0.9378  0.9518  0.9699  0.9631  0.9578  0.9582  % W0lin
                      0.9737  0.9882  1.0071  1.0000  0.9945  0.9949
---------------------------------------------------------------------
dpr0step_tarHWxOC10 = 1.3336  1.3345  1.3454  1.3195  1.3114  1.2951  % W0step
                      1.0107  1.0113  1.0196  1.0000  0.9939  0.9815
---------------------------------------------------------------------


% The "allHWxOC10" caches manipulate the tuning bandwidth of the units at all spatial frequencies.  See GENERATE_CACHES.TXT for details.
 clear all ; home ; Mparams=PLM_params ;
 global PLM_CACHE;  load allHWxOC10;N=length(cache_allHWxOC10);
 for k=1:N  PLM_CACHE=cache_allHWxOC10{k};acache_allHWxOC10(k)=aggreg_cache(PLM_CACHE);Hstats_allHWxOC10(k)=Hebb_stats(Mparams);end
 save Hstats_allHWxOC10 Iparams_allHWxOC10 Hstats_allHWxOC10 acache_allHWxOC10

 dpr0lin_allHWxOC10=zeros(1,N);for k=1:N dpr0lin_allHWxOC10(k)=mean(Hstats_allHWxOC10(k).W0lin.dprime);end;dpr0lin_allHWxOC10
 dpr0step_allHWxOC10=zeros(1,N);for k=1:N dpr0step_allHWxOC10(k)=mean(Hstats_allHWxOC10(k).W0step.dprime);end;dpr0step_allHWxOC10
 dpr0lin_allHWxOC10./dpr0lin_allHWxOC10(4) , dpr0step_allHWxOC10./dpr0step_allHWxOC10(4)


                      hw=10.5  hw=12  hw=13.5  hw=15  hw=16.5  hw=18
---------------------------------------------------------------------
dpr0lin_allHWxOC10 =  0.9321  0.9482  0.9576  0.9694  0.9657  0.9663  % W0lin
                      0.9615  0.9781  0.9879  1.0000  0.9962  0.9968
---------------------------------------------------------------------
dpr0step_allHWxOC10 = 1.3530  1.3478  1.3387  1.3343  1.3061  1.2883  % W0step
                      1.0140  1.0101  1.0033  1.0000  0.9788  0.9655
---------------------------------------------------------------------


**********  15 March 2005  ************
%

 cd C:\work\PLModel1\sharpen; Mparams=PLM_params

% The "tarHW15OCy" caches manipulate the spatial frequency bandwidth at 2c/d.  See GENERATE_CACHES.TXT for details.
 global PLM_CACHE;  load targetHW15OCy;N=length(targetHW15OCy);
 for k=1:N  PLM_CACHE=targetHW15OCy{k};acache_tarHW15OCy(k)=aggreg_cache(PLM_CACHE);Hstats_tarHW15OCy(k)=Hebb_stats(Mparams);end
 save Hstats_tarHW15OCy Iparams_tarHW15OCy Hstats_tarHW15OCy acache_tarHW15OCy

 dpr0lin_tarHW15OCy=zeros(1,N);for k=1:N dpr0lin_tarHW15OCy(k)=mean(Hstats_tarHW15OCy(k).W0lin.dprime);end;dpr0lin_tarHW15OCy
 dpr0step_tarHW15OCy=zeros(1,N);for k=1:N dpr0step_tarHW15OCy(k)=mean(Hstats_tarHW15OCy(k).W0step.dprime);end;dpr0step_tarHW15OCy
 dpr0lin_tarHW15OCy./dpr0lin_tarHW15OCy(4) , dpr0step_tarHW15OCy./dpr0step_tarHW15OCy(4)

                      oc=0.7  oc=0.8  oc=0.9  oc=1.0  oc=1.1  oc=1.2  % 2 c/d, all orientations; HW_orient=15=const
---------------------------------------------------------------------
dpr0lin_tarHW15OCy =  0.9937  0.9882  0.9864  0.9631  0.9442  0.9356  % W0lin
                      1.0318  1.0261  1.0242  1.0000  0.9803  0.9714
---------------------------------------------------------------------
dpr0step_tarHW15OCy = 1.3809  1.3634  1.3571  1.3195  1.3037  1.2850  % W0step
                      1.0465  1.0333  1.0285  1.0000  0.9880  0.9738
---------------------------------------------------------------------


**********  16 March 2005  ************
%

 cd C:\work\PLModel1\sharpen; Mparams=PLM_params ;

% The "tarHWxOCy" caches manipulate both the orientation and frequency bandwidths simultaneously.  See GENERATE_CACHES.TXT for details.
 global PLM_CACHE;  load targetHWxOCy;N=length(targetHWxOCy);
 for k=1:N  PLM_CACHE=targetHWxOCy{k};acache_tarHWxOCy(k)=aggreg_cache(PLM_CACHE);Hstats_tarHWxOCy(k)=Hebb_stats(Mparams);end
 save Hstats_tarHWxOCy Iparams_tarHWxOCy Hstats_tarHWxOCy acache_tarHWxOCy

 dpr0lin_tarHWxOCy=zeros(1,N);for k=1:N dpr0lin_tarHWxOCy(k)=mean(Hstats_tarHWxOCy(k).W0lin.dprime);end;dpr0lin_tarHWxOCy
 dpr0step_tarHWxOCy=zeros(1,N);for k=1:N dpr0step_tarHWxOCy(k)=mean(Hstats_tarHWxOCy(k).W0step.dprime);end;dpr0step_tarHWxOCy
 dpr0lin_tarHWxOCy./dpr0lin_tarHWxOCy(4) , dpr0step_tarHWxOCy./dpr0step_tarHWxOCy(4)

                      oc=0.7  oc=0.8  oc=0.9  oc=1.0  oc=1.1  oc=1.2  % 2 c/d, all orientations
                      hw=10.5  hw=12  hw=13.5  hw=15  hw=16.5  hw=18  % -30<=theta<=+30, 2 c/d
---------------------------------------------------------------------
dpr0lin_tarHWxOCy =   0.9535  0.9672  0.9796  0.9631  0.9452  0.9315  % W0lin
                      0.9901  1.0042  1.0171  1.0000  0.9814  0.9672
---------------------------------------------------------------------
dpr0step_tarHWxOCy =  1.3668  1.3626  1.3613  1.3195  1.2931  1.2581  % W0step
                      1.0358  1.0326  1.0316  1.0000  0.9800  0.9535
---------------------------------------------------------------------


%%%  Estimate the error bars on the d' estimates, using the default PLM_CACHE (N=5000) as a benchmark
 load('C:\work\PLModel1\PLM_CACHE');Hstats=Hebb_stats(Mparams);d0lin=mean(Hstats.W0lin.dprime),d0step=mean(Hstats.W0step.dprime)
d0lin  = 0.9641
d0step = 1.3287

 dsim_lin=[.9631 .9694 .9631 .9631 .964]./d0lin   % Taken from various tables in this file, for the cell with HW=15 and OC=1.
dsim_lin = [0.9989 1.0055  0.9989  0.9989  0.9999]

 dsim_step=[1.3195 1.3343 1.3195 1.3195 1.329]./d0step
dsim_step = [0.9931  1.0042  0.9931  0.9931  1.0002]

 sd=std([dsim_lin dsim_step]), ci95=sd*norminv(.975,0,1)
sd = 0.0044 ; ci95 = 0.0102


****************  Figure 13 in PLContextRevised.doc ;  3/16/2005  ******
%
 x = [.7:.1:1.2];ci95=.0102;
 linHWxOC10 =[0.9737  0.9882  1.0071  1.0000  0.9945  0.9949];  % dpr0lin_tarHWxOC10
 linHW15OCy =[1.0318  1.0261  1.0242  1.0000  0.9803  0.9714];  % dpr0lin_tarHW15OCy 
 linHWxOCy  =[0.9901  1.0042  1.0171  1.0000  0.9814  0.9672];  % dpr0lin_tarHWxOCy

 stepHWxOC10=[1.0107  1.0113  1.0196  1.0000  0.9939  0.9815];  % dpr0step_tarHWxOC10
 stepHW15OCy=[1.0465  1.0333  1.0285  1.0000  0.9880  0.9738];  % dpr0step_tarHW15OCy
 stepHWxOCy =[1.0358  1.0326  1.0316  1.0000  0.9800  0.9535];  % dpr0step_tarHWxOCy

 subplot(1,2,1);h=plot(x,linHWxOC10,'ko-',x,linHW15OCy,'ks-',x,linHWxOCy,'k^-');set(h,'LineWidth',1);
 hold on;h=errorbar([1 2],[1 2],[ci95 ci95],'ko');hold off;
 axis([.6 1.3 .9 1.1]);set(gca,'xtick',x,'ytick',[.9:.02:1.1]);h=refline(0,1);set(h,'Color','k');
 title('Linear weights  w_i ~ \theta_i');xlabel('Relative bandwidth(s)');ylabel('Relative d''');

 subplot(1,2,2);h=plot(x,stepHWxOC10,'ko-',x,stepHW15OCy,'ks-',x,stepHWxOCy,'k^-');set(h,'LineWidth',1);
 hold on;h=errorbar([1 2],[1 2],[ci95 ci95],'ko');hold off;
 axis([.6 1.3 .9 1.1]);set(gca,'xtick',x,'ytick',[.9:.02:1.1]);h=refline(0,1);set(h,'Color','k');
 legend('Orientation retuning','Frequency retuning','Retuning of both',3);
 title('Stepwise weights  w_i ~ sign(\theta_i)');xlabel('Relative bandwidth(s)');ylabel('Relative d''');
% set paper size [1 4 7 3.5] % [left bottom width height]


*********************************************************************
*********************************************************************
*********************************************************************
Everything below this line was completed before 11 March 2005 with
the old version of PLFrontend.m. That is, the tuning parameters
applied for all representational units across the board.
The program was updated on 11 March 2005 to allow individual tuning
specs for each unit. See in particular PLModel1/frontend/RField_size.m
(ver. 2.1 of 2005/03/11).  These individual-tuning caches are 
generated as summarized above this line.
*********************************************************************
*********************************************************************
*********************************************************************


**********  7-10 March 2005  ************
**
** Analyze to what extent sharpening of the tuning curves can improve d'.
** The weight vector never changes: it stays either W0lin or W0step at all times.
** See HEBB_STATS and PRINT_HEBB_STATS for details.

 cd C:\work\PLModel1\sharpen
 
 acHW105OC07 = aggreg_cache(cacheHW105OC07);

 edit Hebb_stats; Mparams=PLM_params
Mparams = 
      rep_size: [7 5 1]
       max_act: 0.5000
      rep_gain: 0.8000
     rep_noise: 0.1000
     out_noise: 0.1950
      W_minmax: [-1 1]
        W_init: 0.1700
       W0_seed: [35x1 double]
    learn_rate: 0.0015
    runav_rate: 0.0200
     criterion: 2.2000
    fdbk_fract: 1
      blk_size: 300

 global PLM_CACHE;
 load('C:\work\PLModel1\PLM_CACHE') ; acHW15OC10=aggreg_cache(PLM_CACHE);HstatsHW15OC10 = Hebb_stats(Mparams);

 load('C:\work\PLModel1\sharpen\cacheHW105OC07') ;PLM_CACHE=cacheHW105OC07;acHW105OC07=aggreg_cache(PLM_CACHE);HstatsHW105OC07 = Hebb_stats(Mparams)
 load('C:\work\PLModel1\sharpen\cacheHW105OC10') ;PLM_CACHE=cacheHW105OC10;acHW105OC10=aggreg_cache(PLM_CACHE);HstatsHW105OC10 = Hebb_stats(Mparams)

 load('C:\work\PLModel1\sharpen\cacheHW12OC08') ; PLM_CACHE=cacheHW12OC08;acHW12OC08=aggreg_cache(PLM_CACHE);HstatsHW12OC08 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW12OC10') ; PLM_CACHE=cacheHW12OC10;acHW12OC10=aggreg_cache(PLM_CACHE);HstatsHW12OC10 = Hebb_stats(Mparams);

 load('C:\work\PLModel1\sharpen\cacheHW135OC09') ; PLM_CACHE=cacheHW135OC09;acHW135OC09=aggreg_cache(PLM_CACHE);HstatsHW135OC09 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW135OC10') ; PLM_CACHE=cacheHW135OC10;acHW135OC10=aggreg_cache(PLM_CACHE);HstatsHW135OC10 = Hebb_stats(Mparams);

 load('C:\work\PLModel1\sharpen\cacheHW15OC07') ; PLM_CACHE=cacheHW15OC07;acHW15OC07=aggreg_cache(PLM_CACHE);HstatsHW15OC07 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW15OC08') ; PLM_CACHE=cacheHW15OC08;acHW15OC08=aggreg_cache(PLM_CACHE);HstatsHW15OC08 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW15OC09') ; PLM_CACHE=cacheHW15OC09;acHW15OC09=aggreg_cache(PLM_CACHE);HstatsHW15OC09 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW15OC11') ; PLM_CACHE=cacheHW15OC11;acHW15OC11=aggreg_cache(PLM_CACHE);HstatsHW15OC11 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW15OC12') ; PLM_CACHE=cacheHW15OC12;acHW15OC12=aggreg_cache(PLM_CACHE);HstatsHW15OC12 = Hebb_stats(Mparams);

 load('C:\work\PLModel1\sharpen\cacheHW165OC10') ; PLM_CACHE=cacheHW165OC10;acHW165OC10=aggreg_cache(PLM_CACHE);HstatsHW165OC10 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW165OC11') ; PLM_CACHE=cacheHW165OC11;acHW165OC11=aggreg_cache(PLM_CACHE);HstatsHW165OC11 = Hebb_stats(Mparams);

 load('C:\work\PLModel1\sharpen\cacheHW18OC10') ; PLM_CACHE=cacheHW18OC10;acHW18OC10=aggreg_cache(PLM_CACHE);HstatsHW18OC10 = Hebb_stats(Mparams);
 load('C:\work\PLModel1\sharpen\cacheHW18OC12') ; PLM_CACHE=cacheHW18OC12;acHW18OC12=aggreg_cache(PLM_CACHE);HstatsHW18OC12 = Hebb_stats(Mparams);

% save aggreg_caches .... ; save Hstats ....


 print_Hebb_stats(HstatsHW105OC07);   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.740  -0.068  :  0.103  -0.240  :  0.197  0.023  0.032
  Cp=.15    1.331  -0.020  :  0.111  -0.152  :  0.198  0.023  0.038
  Cp=.10    0.891   0.026  :  0.115  -0.062  :  0.198  0.023  0.040
  Mean  +   1.320  -0.021  +  0.110  -0.151  +  0.197  0.023  0.037
  Diff     -0.849          :  0.011   0.178  :

Wother
  Cp=.23    1.225   0.266  :  0.388   0.144  :  0.199  0.024  0.050
  Cp=.15    0.835   0.302  :  0.385   0.219  :  0.199  0.026  0.048
  Cp=.10    0.509   0.328  :  0.379   0.278  :  0.198  0.029  0.043
  Mean  +   0.856   0.299  +  0.384   0.214  +  0.199  0.026  0.047
  Diff     -0.716          : -0.009   0.134  :

Wmix
  Cp=.23    1.483   0.099  :  0.245  -0.048  :  0.198  0.023  0.041
  Cp=.15    1.083   0.141  :  0.248   0.034  :  0.198  0.024  0.042
  Cp=.10    0.700   0.177  :  0.247   0.108  :  0.198  0.025  0.041
  Mean  +   1.089   0.139  +  0.247   0.031  +  0.198  0.024  0.041
  Diff     -0.783          :  0.001   0.156  :

W0step
  Cp=.23    1.696   0.351  :  0.524   0.178  :  0.204  0.052  0.067
  Cp=.15    1.157   0.431  :  0.549   0.312  :  0.204  0.052  0.069
  Cp=.10    0.692   0.489  :  0.559   0.418  :  0.203  0.052  0.064
  Mean  +   1.182   0.423  +  0.544   0.303  +  0.204  0.052  0.067
  Diff     -1.004          :  0.035   0.241  :

W0lin
  Cp=.23    1.134   0.260  :  0.374   0.146  :  0.201  0.045  0.049
  Cp=.15    0.756   0.321  :  0.397   0.245  :  0.201  0.045  0.051
  Cp=.10    0.439   0.364  :  0.408   0.320  :  0.201  0.045  0.049
  Mean  +   0.776   0.315  +  0.393   0.237  +  0.201  0.045  0.050
  Diff     -0.695          :  0.035   0.174  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW105OC10);   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.896  -0.078  :  0.109  -0.265  :  0.197  0.024  0.035
  Cp=.15    1.412  -0.022  :  0.118  -0.162  :  0.198  0.024  0.044
  Cp=.10    0.886   0.035  :  0.123  -0.053  :  0.198  0.022  0.045
  Mean  +   1.398  -0.022  +  0.117  -0.160  +  0.198  0.024  0.041
  Diff     -1.009          :  0.013   0.212  :

Wother
  Cp=.23    1.278   0.317  :  0.444   0.190  :  0.199  0.022  0.051
  Cp=.15    0.837   0.355  :  0.439   0.272  :  0.199  0.026  0.050
  Cp=.10    0.487   0.385  :  0.433   0.336  :  0.198  0.027  0.043
  Mean  +   0.867   0.352  +  0.439   0.266  +  0.199  0.025  0.048
  Diff     -0.791          : -0.011   0.147  :

Wmix
  Cp=.23    1.587   0.120  :  0.277  -0.037  :  0.198  0.023  0.042
  Cp=.15    1.125   0.167  :  0.278   0.055  :  0.198  0.025  0.046
  Cp=.10    0.687   0.210  :  0.278   0.142  :  0.198  0.024  0.043
  Mean  +   1.133   0.165  +  0.278   0.053  +  0.198  0.024  0.044
  Diff     -0.900          :  0.001   0.179  :

W0step
  Cp=.23    1.922   0.337  :  0.533   0.140  :  0.205  0.051  0.070
  Cp=.15    1.273   0.423  :  0.553   0.292  :  0.205  0.052  0.071
  Cp=.10    0.749   0.488  :  0.565   0.412  :  0.204  0.051  0.066
  Mean  +   1.315   0.416  +  0.550   0.281  +  0.204  0.052  0.069
  Diff     -1.173          :  0.032   0.272  :

W0lin
  Cp=.23    1.296   0.252  :  0.382   0.122  :  0.201  0.045  0.051
  Cp=.15    0.834   0.317  :  0.400   0.233  :  0.201  0.045  0.053
  Cp=.10    0.482   0.365  :  0.413   0.316  :  0.201  0.046  0.050
  Mean  +   0.871   0.311  +  0.399   0.224  +  0.201  0.045  0.052
  Diff     -0.814          :  0.031   0.194  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW12OC08);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.729  -0.066  :  0.105  -0.236  :  0.197  0.025  0.034
  Cp=.15    1.298  -0.013  :  0.115  -0.142  :  0.198  0.025  0.040
  Cp=.10    0.843   0.036  :  0.120  -0.047  :  0.198  0.024  0.041
  Mean  +   1.290  -0.014  +  0.113  -0.142  +  0.198  0.025  0.038
  Diff     -0.887          :  0.015   0.189  :

Wother
  Cp=.23    1.255   0.270  :  0.395   0.145  :  0.199  0.024  0.048
  Cp=.15    0.846   0.307  :  0.391   0.223  :  0.199  0.027  0.047
  Cp=.10    0.505   0.334  :  0.384   0.284  :  0.198  0.029  0.043
  Mean  +   0.869   0.304  +  0.390   0.218  +  0.199  0.027  0.046
  Diff     -0.750          : -0.010   0.139  :

Wmix
  Cp=.23    1.493   0.102  :  0.250  -0.046  :  0.198  0.024  0.041
  Cp=.15    1.072   0.147  :  0.253   0.041  :  0.198  0.026  0.043
  Cp=.10    0.674   0.185  :  0.252   0.119  :  0.198  0.026  0.041
  Mean  +   1.080   0.145  +  0.252   0.038  +  0.198  0.025  0.042
  Diff     -0.819          :  0.002   0.164  :

W0step
  Cp=.23    1.798   0.346  :  0.530   0.163  :  0.204  0.052  0.068
  Cp=.15    1.209   0.431  :  0.555   0.307  :  0.205  0.053  0.071
  Cp=.10    0.708   0.492  :  0.565   0.420  :  0.204  0.053  0.066
  Mean  +   1.238   0.423  +  0.550   0.297  +  0.204  0.053  0.068
  Diff     -1.090          :  0.035   0.257  :

W0lin
  Cp=.23    1.242   0.262  :  0.387   0.137  :  0.201  0.045  0.050
  Cp=.15    0.813   0.327  :  0.409   0.245  :  0.201  0.046  0.054
  Cp=.10    0.463   0.373  :  0.420   0.327  :  0.201  0.046  0.051
  Mean  +   0.839   0.321  +  0.405   0.236  +  0.201  0.046  0.052
  Diff     -0.779          :  0.033   0.189  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW12OC10);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.824  -0.070  :  0.111  -0.250  :  0.197  0.025  0.036
  Cp=.15    1.345  -0.012  :  0.122  -0.145  :  0.198  0.025  0.044
  Cp=.10    0.845   0.043  :  0.127  -0.041  :  0.198  0.024  0.044
  Mean  +   1.338  -0.013  +  0.120  -0.145  +  0.198  0.025  0.041
  Diff     -0.980          :  0.016   0.209  :

Wother
  Cp=.23    1.301   0.301  :  0.430   0.171  :  0.199  0.024  0.050
  Cp=.15    0.858   0.341  :  0.426   0.255  :  0.199  0.027  0.048
  Cp=.10    0.499   0.369  :  0.419   0.320  :  0.198  0.029  0.043
  Mean  +   0.886   0.337  +  0.425   0.249  +  0.199  0.027  0.047
  Diff     -0.803          : -0.011   0.149  :

Wmix
  Cp=.23    1.563   0.115  :  0.270  -0.039  :  0.198  0.024  0.043
  Cp=.15    1.102   0.165  :  0.274   0.055  :  0.198  0.026  0.045
  Cp=.10    0.672   0.206  :  0.273   0.140  :  0.198  0.026  0.043
  Mean  +   1.112   0.162  +  0.272   0.052  +  0.198  0.025  0.043
  Diff     -0.891          :  0.003   0.179  :

W0step
  Cp=.23    1.957   0.334  :  0.535   0.134  :  0.205  0.052  0.070
  Cp=.15    1.293   0.426  :  0.558   0.293  :  0.205  0.052  0.073
  Cp=.10    0.742   0.491  :  0.567   0.416  :  0.204  0.053  0.068
  Mean  +   1.331   0.417  +  0.553   0.281  +  0.205  0.052  0.070
  Diff     -1.216          :  0.033   0.282  :

W0lin
  Cp=.23    1.360   0.255  :  0.391   0.118  :  0.201  0.045  0.052
  Cp=.15    0.872   0.324  :  0.412   0.236  :  0.202  0.046  0.055
  Cp=.10    0.486   0.373  :  0.422   0.324  :  0.201  0.046  0.052
  Mean  +   0.906   0.317  +  0.408   0.226  +  0.201  0.046  0.053
  Diff     -0.874          :  0.031   0.206  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW135OC09);   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.698  -0.061  :  0.106  -0.229  :  0.197  0.025  0.034
  Cp=.15    1.248  -0.008  :  0.116  -0.132  :  0.198  0.026  0.041
  Cp=.10    0.788   0.045  :  0.123  -0.033  :  0.198  0.026  0.043
  Mean  +   1.245  -0.008  +  0.115  -0.131  +  0.198  0.026  0.039
  Diff     -0.910          :  0.017   0.196  :

Wother
  Cp=.23    1.280   0.274  :  0.401   0.147  :  0.198  0.024  0.045
  Cp=.15    0.853   0.309  :  0.394   0.225  :  0.199  0.028  0.046
  Cp=.10    0.499   0.338  :  0.388   0.289  :  0.198  0.030  0.043
  Mean  +   0.878   0.307  +  0.394   0.220  +  0.199  0.027  0.045
  Diff     -0.781          : -0.013   0.142  :

Wmix
  Cp=.23    1.489   0.106  :  0.253  -0.041  :  0.198  0.024  0.039
  Cp=.15    1.051   0.151  :  0.255   0.047  :  0.198  0.026  0.043
  Cp=.10    0.644   0.192  :  0.256   0.128  :  0.198  0.027  0.042
  Mean  +   1.062   0.150  +  0.255   0.044  +  0.198  0.026  0.041
  Diff     -0.845          :  0.002   0.169  :

W0step
  Cp=.23    1.893   0.342  :  0.536   0.149  :  0.204  0.052  0.069
  Cp=.15    1.255   0.427  :  0.556   0.298  :  0.205  0.054  0.073
  Cp=.10    0.750   0.492  :  0.569   0.416  :  0.204  0.055  0.067
  Mean  +   1.299   0.421  +  0.554   0.288  +  0.205  0.054  0.070
  Diff     -1.144          :  0.033   0.267  :

W0lin
  Cp=.23    1.358   0.264  :  0.401   0.128  :  0.201  0.045  0.052
  Cp=.15    0.874   0.330  :  0.418   0.242  :  0.202  0.047  0.056
  Cp=.10    0.514   0.379  :  0.431   0.328  :  0.201  0.048  0.052
  Mean  +   0.915   0.325  +  0.417   0.233  +  0.201  0.047  0.053
  Diff     -0.844          :  0.030   0.200  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW135OC10);   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.720  -0.063  :  0.107  -0.233  :  0.197  0.026  0.035
  Cp=.15    1.248  -0.006  :  0.118  -0.130  :  0.198  0.026  0.042
  Cp=.10    0.788   0.047  :  0.125  -0.031  :  0.198  0.025  0.042
  Mean  +   1.252  -0.007  +  0.116  -0.131  +  0.198  0.026  0.040
  Diff     -0.932          :  0.018   0.201  :

Wother
  Cp=.23    1.281   0.286  :  0.413   0.159  :  0.198  0.024  0.047
  Cp=.15    0.835   0.324  :  0.407   0.241  :  0.199  0.028  0.046
  Cp=.10    0.500   0.352  :  0.401   0.302  :  0.198  0.029  0.042
  Mean  +   0.872   0.321  +  0.407   0.234  +  0.199  0.027  0.045
  Diff     -0.781          : -0.012   0.143  :

Wmix
  Cp=.23    1.501   0.112  :  0.260  -0.037  :  0.198  0.024  0.040
  Cp=.15    1.042   0.159  :  0.262   0.056  :  0.198  0.027  0.044
  Cp=.10    0.644   0.199  :  0.263   0.135  :  0.198  0.027  0.041
  Mean  +   1.062   0.157  +  0.262   0.051  +  0.198  0.026  0.042
  Diff     -0.857          :  0.003   0.172  :

W0step
  Cp=.23    1.966   0.336  :  0.537   0.135  :  0.205  0.053  0.070
  Cp=.15    1.277   0.428  :  0.559   0.298  :  0.205  0.054  0.071
  Cp=.10    0.739   0.492  :  0.567   0.416  :  0.204  0.053  0.068
  Mean  +   1.327   0.419  +  0.555   0.283  +  0.205  0.054  0.070
  Diff     -1.227          :  0.030   0.281  :

W0lin
  Cp=.23    1.413   0.260  :  0.403   0.118  :  0.201  0.047  0.054
  Cp=.15    0.893   0.332  :  0.422   0.242  :  0.202  0.048  0.054
  Cp=.10    0.493   0.379  :  0.429   0.329  :  0.201  0.047  0.052
  Mean  +   0.933   0.324  +  0.418   0.230  +  0.201  0.047  0.053
  Diff     -0.920          :  0.026   0.211  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC07);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.505  -0.050  :  0.098  -0.199  :  0.197  0.026  0.032
  Cp=.15    1.127  -0.002  :  0.110  -0.113  :  0.198  0.026  0.037
  Cp=.10    0.732   0.043  :  0.115  -0.029  :  0.198  0.025  0.038
  Mean  +   1.121  -0.003  +  0.108  -0.114  +  0.197  0.025  0.036
  Diff     -0.773          :  0.017   0.169  :

Wother
  Cp=.23    1.205   0.227  :  0.346   0.107  :  0.198  0.025  0.042
  Cp=.15    0.832   0.261  :  0.343   0.178  :  0.198  0.028  0.043
  Cp=.10    0.503   0.286  :  0.336   0.236  :  0.198  0.030  0.041
  Mean  +   0.847   0.258  +  0.342   0.174  +  0.198  0.028  0.042
  Diff     -0.703          : -0.010   0.129  :

Wmix
  Cp=.23    1.355   0.088  :  0.222  -0.046  :  0.198  0.025  0.037
  Cp=.15    0.979   0.129  :  0.226   0.032  :  0.198  0.027  0.040
  Cp=.10    0.617   0.165  :  0.226   0.103  :  0.198  0.026  0.039
  Mean  +   0.984   0.127  +  0.225   0.030  +  0.198  0.026  0.039
  Diff     -0.738          :  0.003   0.149  :

W0step
  Cp=.23    1.725   0.351  :  0.527   0.174  :  0.204  0.054  0.068
  Cp=.15    1.168   0.434  :  0.553   0.314  :  0.205  0.055  0.071
  Cp=.10    0.687   0.493  :  0.564   0.423  :  0.204  0.055  0.066
  Mean  +   1.193   0.426  +  0.548   0.304  +  0.205  0.055  0.068
  Diff     -1.038          :  0.037   0.249  :

W0lin
  Cp=.23    1.266   0.274  :  0.402   0.147  :  0.201  0.046  0.052
  Cp=.15    0.835   0.340  :  0.424   0.256  :  0.202  0.047  0.055
  Cp=.10    0.476   0.387  :  0.435   0.339  :  0.201  0.048  0.052
  Mean  +   0.859   0.334  +  0.420   0.247  +  0.201  0.047  0.053
  Diff     -0.790          :  0.033   0.192  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC08);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.561  -0.052  :  0.101  -0.206  :  0.197  0.026  0.034
  Cp=.15    1.152  -0.000  :  0.114  -0.114  :  0.198  0.026  0.039
  Cp=.10    0.733   0.047  :  0.120  -0.025  :  0.198  0.025  0.039
  Mean  +   1.149  -0.002  +  0.112  -0.115  +  0.198  0.026  0.037
  Diff     -0.828          :  0.018   0.181  :

Wother
  Cp=.23    1.237   0.242  :  0.364   0.119  :  0.198  0.025  0.043
  Cp=.15    0.840   0.277  :  0.361   0.194  :  0.198  0.028  0.044
  Cp=.10    0.498   0.303  :  0.353   0.254  :  0.198  0.030  0.041
  Mean  +   0.858   0.274  +  0.359   0.189  +  0.198  0.028  0.043
  Diff     -0.738          : -0.011   0.135  :

Wmix
  Cp=.23    1.399   0.095  :  0.233  -0.044  :  0.198  0.025  0.038
  Cp=.15    0.996   0.138  :  0.237   0.040  :  0.198  0.027  0.041
  Cp=.10    0.616   0.175  :  0.236   0.114  :  0.198  0.026  0.040
  Mean  +   1.004   0.136  +  0.235   0.037  +  0.198  0.026  0.040
  Diff     -0.783          :  0.003   0.158  :

W0step
  Cp=.23    1.816   0.345  :  0.531   0.159  :  0.205  0.054  0.069
  Cp=.15    1.218   0.432  :  0.557   0.307  :  0.205  0.055  0.072
  Cp=.10    0.708   0.494  :  0.566   0.421  :  0.204  0.054  0.067
  Mean  +   1.247   0.423  +  0.551   0.296  +  0.205  0.054  0.069
  Diff     -1.107          :  0.035   0.262  :

W0lin
  Cp=.23    1.340   0.271  :  0.406   0.136  :  0.201  0.046  0.053
  Cp=.15    0.875   0.339  :  0.427   0.251  :  0.202  0.047  0.056
  Cp=.10    0.495   0.387  :  0.437   0.338  :  0.201  0.047  0.053
  Mean  +   0.903   0.333  +  0.424   0.242  +  0.201  0.047  0.054
  Diff     -0.845          :  0.031   0.201  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC09);   %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.590  -0.056  :  0.101  -0.213  :  0.197  0.026  0.034
  Cp=.15    1.154  -0.002  :  0.112  -0.117  :  0.198  0.026  0.040
  Cp=.10    0.726   0.048  :  0.119  -0.024  :  0.198  0.026  0.040
  Mean  +   1.157  -0.004  +  0.111  -0.118  +  0.198  0.026  0.038
  Diff     -0.864          :  0.019   0.189  :

Wother
  Cp=.23    1.248   0.256  :  0.379   0.132  :  0.198  0.024  0.044
  Cp=.15    0.825   0.291  :  0.373   0.209  :  0.198  0.029  0.044
  Cp=.10    0.486   0.318  :  0.366   0.270  :  0.198  0.031  0.041
  Mean  +   0.853   0.288  +  0.373   0.204  +  0.198  0.028  0.043
  Diff     -0.763          : -0.013   0.138  :

Wmix
  Cp=.23    1.420   0.100  :  0.240  -0.041  :  0.198  0.025  0.039
  Cp=.15    0.990   0.144  :  0.242   0.046  :  0.198  0.027  0.041
  Cp=.10    0.606   0.183  :  0.243   0.123  :  0.198  0.028  0.040
  Mean  +   1.005   0.142  +  0.242   0.043  +  0.198  0.026  0.040
  Diff     -0.814          :  0.003   0.164  :

W0step
  Cp=.23    1.894   0.341  :  0.535   0.147  :  0.205  0.051  0.071
  Cp=.15    1.231   0.429  :  0.555   0.302  :  0.205  0.056  0.071
  Cp=.10    0.713   0.492  :  0.565   0.419  :  0.204  0.055  0.067
  Mean  +   1.279   0.421  +  0.551   0.290  +  0.205  0.054  0.070
  Diff     -1.182          :  0.031   0.272  :

W0lin
  Cp=.23    1.399   0.269  :  0.410   0.128  :  0.201  0.045  0.055
  Cp=.15    0.882   0.338  :  0.427   0.249  :  0.202  0.048  0.055
  Cp=.10    0.492   0.387  :  0.436   0.337  :  0.201  0.048  0.053
  Mean  +   0.924   0.331  +  0.424   0.238  +  0.201  0.047  0.054
  Diff     -0.907          :  0.026   0.209  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC10);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.631  -0.054  :  0.107  -0.215  :  0.197  0.026  0.036
  Cp=.15    1.178   0.002  :  0.119  -0.114  :  0.198  0.026  0.042
  Cp=.10    0.721   0.054  :  0.126  -0.017  :  0.198  0.026  0.041
  Mean  +   1.177   0.001  +  0.117  -0.115  +  0.198  0.026  0.040
  Diff     -0.910          :  0.019   0.198  :

Wother
  Cp=.23    1.276   0.266  :  0.393   0.140  :  0.198  0.025  0.045
  Cp=.15    0.847   0.304  :  0.388   0.220  :  0.199  0.028  0.045
  Cp=.10    0.485   0.332  :  0.380   0.284  :  0.198  0.030  0.041
  Mean  +   0.869   0.301  +  0.387   0.215  +  0.198  0.028  0.044
  Diff     -0.791          : -0.012   0.144  :

Wmix
  Cp=.23    1.454   0.106  :  0.250  -0.038  :  0.198  0.025  0.040
  Cp=.15    1.013   0.153  :  0.254   0.053  :  0.198  0.026  0.043
  Cp=.10    0.603   0.193  :  0.253   0.134  :  0.198  0.027  0.040
  Mean  +   1.023   0.151  +  0.252   0.050  +  0.198  0.026  0.041
  Diff     -0.850          :  0.003   0.171  :

W0step
  Cp=.23    1.972   0.334  :  0.536   0.132  :  0.205  0.053  0.073
  Cp=.15    1.284   0.426  :  0.558   0.294  :  0.205  0.054  0.073
  Cp=.10    0.731   0.493  :  0.568   0.418  :  0.205  0.054  0.070
  Mean  +   1.329   0.418  +  0.554   0.281  +  0.205  0.054  0.072
  Diff     -1.241          :  0.032   0.287  :

W0lin
  Cp=.23    1.464   0.264  :  0.412   0.117  :  0.202  0.046  0.056
  Cp=.15    0.921   0.337  :  0.430   0.244  :  0.202  0.047  0.057
  Cp=.10    0.509   0.388  :  0.439   0.336  :  0.202  0.047  0.055
  Mean  +   0.964   0.330  +  0.427   0.232  +  0.202  0.047  0.056
  Diff     -0.955          :  0.027   0.220  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC11);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.644  -0.054  :  0.109  -0.216  :  0.197  0.026  0.035
  Cp=.15    1.183   0.003  :  0.121  -0.114  :  0.198  0.027  0.043
  Cp=.10    0.719   0.057  :  0.128  -0.014  :  0.198  0.025  0.041
  Mean  +   1.182   0.002  +  0.119  -0.115  +  0.198  0.026  0.040
  Diff     -0.925          :  0.020   0.202  :

Wother
  Cp=.23    1.281   0.277  :  0.404   0.150  :  0.198  0.025  0.044
  Cp=.15    0.842   0.314  :  0.398   0.231  :  0.199  0.028  0.045
  Cp=.10    0.485   0.343  :  0.391   0.295  :  0.198  0.029  0.041
  Mean  +   0.869   0.312  +  0.398   0.225  +  0.198  0.027  0.043
  Diff     -0.796          : -0.013   0.145  :

Wmix
  Cp=.23    1.463   0.112  :  0.256  -0.033  :  0.198  0.025  0.040
  Cp=.15    1.013   0.159  :  0.259   0.058  :  0.198  0.027  0.043
  Cp=.10    0.602   0.200  :  0.260   0.141  :  0.198  0.026  0.040
  Mean  +   1.026   0.157  +  0.258   0.055  +  0.198  0.026  0.041
  Diff     -0.861          :  0.003   0.174  :

W0step
  Cp=.23    2.021   0.331  :  0.538   0.124  :  0.205  0.053  0.073
  Cp=.15    1.317   0.423  :  0.558   0.288  :  0.205  0.054  0.074
  Cp=.10    0.759   0.492  :  0.570   0.415  :  0.204  0.054  0.068
  Mean  +   1.365   0.415  +  0.555   0.275  +  0.205  0.054  0.072
  Diff     -1.262          :  0.031   0.291  :

W0lin
  Cp=.23    1.504   0.263  :  0.415   0.111  :  0.202  0.047  0.057
  Cp=.15    0.949   0.335  :  0.431   0.239  :  0.202  0.047  0.058
  Cp=.10    0.536   0.387  :  0.441   0.333  :  0.202  0.048  0.053
  Mean  +   0.997   0.329  +  0.429   0.228  +  0.202  0.048  0.056
  Diff     -0.969          :  0.027   0.222  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW15OC12);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.670  -0.053  :  0.112  -0.218  :  0.198  0.026  0.037
  Cp=.15    1.188   0.007  :  0.125  -0.110  :  0.198  0.026  0.043
  Cp=.10    0.717   0.060  :  0.131  -0.011  :  0.198  0.025  0.042
  Mean  +   1.191   0.005  +  0.123  -0.113  +  0.198  0.026  0.041
  Diff     -0.953          :  0.020   0.208  :

Wother
  Cp=.23    1.296   0.284  :  0.412   0.155  :  0.198  0.024  0.045
  Cp=.15    0.846   0.324  :  0.408   0.240  :  0.199  0.028  0.045
  Cp=.10    0.480   0.352  :  0.400   0.305  :  0.198  0.029  0.041
  Mean  +   0.874   0.320  +  0.407   0.233  +  0.198  0.027  0.044
  Diff     -0.816          : -0.013   0.149  :

Wmix
  Cp=.23    1.483   0.115  :  0.262  -0.031  :  0.198  0.025  0.041
  Cp=.15    1.017   0.166  :  0.266   0.065  :  0.198  0.027  0.044
  Cp=.10    0.599   0.206  :  0.266   0.147  :  0.198  0.026  0.041
  Mean  +   1.033   0.162  +  0.265   0.060  +  0.198  0.026  0.042
  Diff     -0.884          :  0.004   0.178  :

W0step
  Cp=.23    2.097   0.323  :  0.538   0.108  :  0.205  0.052  0.073
  Cp=.15    1.353   0.421  :  0.561   0.282  :  0.206  0.053  0.076
  Cp=.10    0.759   0.491  :  0.568   0.413  :  0.205  0.053  0.070
  Mean  +   1.403   0.412  +  0.556   0.268  +  0.205  0.053  0.073
  Diff     -1.338          :  0.030   0.305  :

W0lin
  Cp=.23    1.563   0.257  :  0.415   0.099  :  0.202  0.047  0.057
  Cp=.15    0.977   0.334  :  0.433   0.235  :  0.202  0.048  0.060
  Cp=.10    0.533   0.387  :  0.441   0.333  :  0.202  0.047  0.055
  Mean  +   1.024   0.326  +  0.429   0.222  +  0.202  0.047  0.057
  Diff     -1.031          :  0.026   0.234  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW165OC10);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.541  -0.047  :  0.105  -0.199  :  0.197  0.026  0.035
  Cp=.15    1.105   0.009  :  0.118  -0.100  :  0.198  0.026  0.041
  Cp=.10    0.675   0.058  :  0.125  -0.008  :  0.198  0.025  0.039
  Mean  +   1.107   0.007  +  0.116  -0.103  +  0.198  0.026  0.038
  Diff     -0.866          :  0.020   0.191  :

Wother
  Cp=.23    1.250   0.249  :  0.373   0.126  :  0.198  0.025  0.042
  Cp=.15    0.833   0.286  :  0.369   0.203  :  0.198  0.028  0.043
  Cp=.10    0.480   0.313  :  0.360   0.265  :  0.198  0.029  0.040
  Mean  +   0.854   0.283  +  0.367   0.198  +  0.198  0.028  0.042
  Diff     -0.770          : -0.013   0.140  :

Wmix
  Cp=.23    1.396   0.101  :  0.239  -0.037  :  0.198  0.025  0.038
  Cp=.15    0.969   0.148  :  0.244   0.052  :  0.198  0.026  0.041
  Cp=.10    0.577   0.186  :  0.243   0.128  :  0.198  0.026  0.039
  Mean  +   0.981   0.145  +  0.242   0.048  +  0.198  0.026  0.040
  Diff     -0.818          :  0.004   0.165  :

W0step
  Cp=.23    1.967   0.332  :  0.533   0.130  :  0.205  0.053  0.071
  Cp=.15    1.290   0.425  :  0.558   0.293  :  0.206  0.054  0.074
  Cp=.10    0.731   0.491  :  0.566   0.416  :  0.205  0.055  0.069
  Mean  +   1.330   0.416  +  0.552   0.280  +  0.205  0.054  0.071
  Diff     -1.236          :  0.033   0.286  :

W0lin
  Cp=.23    1.503   0.268  :  0.420   0.116  :  0.202  0.047  0.056
  Cp=.15    0.956   0.342  :  0.439   0.246  :  0.202  0.048  0.059
  Cp=.10    0.527   0.394  :  0.447   0.341  :  0.202  0.048  0.056
  Mean  +   0.995   0.335  +  0.435   0.234  +  0.202  0.048  0.057
  Diff     -0.977          :  0.027   0.224  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW165OC11);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.564  -0.046  :  0.108  -0.200  :  0.197  0.026  0.035
  Cp=.15    1.112   0.012  :  0.122  -0.098  :  0.198  0.026  0.041
  Cp=.10    0.672   0.062  :  0.128  -0.005  :  0.198  0.025  0.040
  Mean  +   1.116   0.009  +  0.120  -0.101  +  0.198  0.025  0.039
  Diff     -0.892          :  0.020   0.196  :

Wother
  Cp=.23    1.266   0.258  :  0.384   0.133  :  0.198  0.025  0.042
  Cp=.15    0.836   0.296  :  0.379   0.213  :  0.198  0.028  0.044
  Cp=.10    0.478   0.324  :  0.371   0.276  :  0.198  0.029  0.040
  Mean  +   0.860   0.293  +  0.378   0.207  +  0.198  0.027  0.042
  Diff     -0.788          : -0.013   0.143  :

Wmix
  Cp=.23    1.415   0.106  :  0.246  -0.034  :  0.198  0.025  0.039
  Cp=.15    0.974   0.154  :  0.250   0.057  :  0.198  0.026  0.042
  Cp=.10    0.575   0.193  :  0.250   0.136  :  0.198  0.026  0.039
  Mean  +   0.988   0.151  +  0.249   0.053  +  0.198  0.026  0.040
  Diff     -0.840          :  0.004   0.170  :

W0step
  Cp=.23    2.037   0.327  :  0.535   0.118  :  0.205  0.052  0.072
  Cp=.15    1.323   0.423  :  0.559   0.287  :  0.206  0.054  0.075
  Cp=.10    0.745   0.491  :  0.567   0.414  :  0.205  0.054  0.069
  Mean  +   1.368   0.413  +  0.554   0.273  +  0.205  0.054  0.072
  Diff     -1.292          :  0.031   0.296  :

W0lin
  Cp=.23    1.561   0.265  :  0.422   0.107  :  0.202  0.046  0.057
  Cp=.15    0.982   0.341  :  0.441   0.242  :  0.202  0.048  0.060
  Cp=.10    0.537   0.394  :  0.448   0.340  :  0.202  0.049  0.056
  Mean  +   1.027   0.333  +  0.437   0.230  +  0.202  0.048  0.058
  Diff     -1.024          :  0.026   0.232  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW18OC10);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.438  -0.041  :  0.101  -0.183  :  0.197  0.026  0.033
  Cp=.15    1.024   0.011  :  0.113  -0.090  :  0.198  0.026  0.039
  Cp=.10    0.619   0.059  :  0.120  -0.002  :  0.198  0.024  0.037
  Mean  +   1.027   0.010  +  0.111  -0.092  +  0.198  0.025  0.037
  Diff     -0.819          :  0.019   0.181  :

Wother
  Cp=.23    1.205   0.235  :  0.354   0.116  :  0.198  0.025  0.039
  Cp=.15    0.801   0.268  :  0.348   0.189  :  0.198  0.028  0.041
  Cp=.10    0.464   0.295  :  0.341   0.249  :  0.198  0.028  0.038
  Mean  +   0.823   0.266  +  0.347   0.185  +  0.198  0.027  0.039
  Diff     -0.741          : -0.013   0.133  :

Wmix
  Cp=.23    1.322   0.097  :  0.227  -0.034  :  0.197  0.025  0.035
  Cp=.15    0.913   0.140  :  0.230   0.049  :  0.198  0.027  0.040
  Cp=.10    0.542   0.177  :  0.231   0.123  :  0.198  0.025  0.037
  Mean  +   0.925   0.138  +  0.229   0.046  +  0.198  0.026  0.038
  Diff     -0.780          :  0.003   0.157  :

W0step
  Cp=.23    1.939   0.332  :  0.531   0.134  :  0.205  0.054  0.071
  Cp=.15    1.267   0.421  :  0.552   0.291  :  0.206  0.056  0.074
  Cp=.10    0.733   0.488  :  0.563   0.413  :  0.204  0.054  0.068
  Mean  +   1.313   0.414  +  0.549   0.279  +  0.205  0.055  0.071
  Diff     -1.207          :  0.032   0.280  :

W0lin
  Cp=.23    1.528   0.274  :  0.429   0.120  :  0.202  0.048  0.058
  Cp=.15    0.967   0.346  :  0.444   0.249  :  0.203  0.049  0.060
  Cp=.10    0.547   0.399  :  0.454   0.344  :  0.202  0.049  0.055
  Mean  +   1.014   0.340  +  0.442   0.237  +  0.202  0.049  0.058
  Diff     -0.981          :  0.026   0.224  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 


 print_Hebb_stats(HstatsHW18OC12);  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 
-------------------------------------------------------------------
Wsame
  Cp=.23    1.466  -0.038  :  0.107  -0.182  :  0.197  0.026  0.034
  Cp=.15    1.027   0.017  :  0.119  -0.084  :  0.198  0.026  0.041
  Cp=.10    0.610   0.066  :  0.127   0.006  :  0.198  0.024  0.038
  Mean  +   1.034   0.015  +  0.117  -0.087  +  0.198  0.025  0.037
  Diff     -0.855          :  0.020   0.188  :

Wother
  Cp=.23    1.223   0.247  :  0.368   0.127  :  0.198  0.024  0.040
  Cp=.15    0.801   0.283  :  0.362   0.203  :  0.198  0.028  0.042
  Cp=.10    0.457   0.310  :  0.355   0.265  :  0.198  0.028  0.038
  Mean  +   0.827   0.280  +  0.362   0.198  +  0.198  0.027  0.040
  Diff     -0.766          : -0.013   0.138  :

Wmix
  Cp=.23    1.344   0.105  :  0.238  -0.028  :  0.197  0.025  0.037
  Cp=.15    0.915   0.150  :  0.240   0.059  :  0.198  0.026  0.041
  Cp=.10    0.534   0.188  :  0.241   0.135  :  0.198  0.025  0.037
  Mean  +   0.931   0.148  +  0.240   0.056  +  0.198  0.025  0.038
  Diff     -0.811          :  0.003   0.163  :

W0step
  Cp=.23    2.061   0.322  :  0.534   0.111  :  0.205  0.054  0.073
  Cp=.15    1.326   0.416  :  0.553   0.280  :  0.206  0.055  0.075
  Cp=.10    0.756   0.486  :  0.563   0.409  :  0.204  0.053  0.069
  Mean  +   1.381   0.408  +  0.550   0.266  +  0.205  0.054  0.072
  Diff     -1.305          :  0.030   0.298  :

W0lin
  Cp=.23    1.633   0.267  :  0.433   0.102  :  0.202  0.049  0.060
  Cp=.15    1.017   0.344  :  0.447   0.240  :  0.203  0.050  0.061
  Cp=.10    0.568   0.398  :  0.456   0.341  :  0.202  0.049  0.056
  Mean  +   1.073   0.336  +  0.445   0.228  +  0.202  0.049  0.059
  Diff     -1.065          :  0.023   0.239  :
-------------------------------------------------------------------
Condition   dprime   bias  : mnYcon  mnYinc  :   sdY   SDcon  SDinc 



**********  10 March 2005  ************
**

 oct=[0.7:.1:1.2] ;
 HW=oct.*15
HW = 10.5000   12.0000   13.5000   15.0000   16.5000   18.0000

% Average d' under linear initial weights
 dprHW15OCx_lin=[.859 .903 .924 .964 .997 1.024];   % HW=15, OC varies
 dprHWxOC10_lin=[.871 .906 .933 .964 .995 1.014];   % HW varies, OC=1.0
 dprHWxOCx_lin =[.776 .839 .915 .964 1.027 1.073];  % both vary

% Average d' under step-like initial weights
 dprHW15OCx_step=[1.193 1.247 1.279 1.329 1.365 1.403];   % HW=15, OC varies
 dprHWxOC10_step=[1.315 1.331 1.327 1.329 1.330 1.313];   % HW varies, OC=1.0
 dprHWxOCx_step =[1.182 1.238 1.299 1.329 1.368 1.381];   % both vary

% load Hstats ; save Hstats    % add dprXXX to Hstats.mat

%%% Plot what really is an incomplete matrix as three linear profiles
 subplot(2,1,1);plot(oct,dprHWxOC10_lin/.964,'bo-',oct,dprHW15OCx_lin./.964,'rs-',oct,dprHWxOCx_lin./.964,'k^-');
 axis([.6 1.3 .7 1.2]);xlabel('tuning bandwidth (octaves, HWHH, or both)');ylabel('d'' (averaged over contrasts)');
 legend('HW varies, OC=1.0','HW=15, OC varies','both vary',4);title('Linear initial weights');

 subplot(2,1,2);plot(oct,dprHWxOC10_step./1.329,'bo-',oct,dprHW15OCx_step./1.329,'rs-',oct,dprHWxOCx_step./1.329,'k^-');
 axis([.6 1.3 .7 1.2]);xlabel('tuning bandwidth (octaves, HWHH, or both)');ylabel('d'' (averaged over contrasts)');
 legend('HW varies, OC=1.0','HW=15, OC varies','both vary',4);title('Step-like initial weights');


%%%%%%%%%%%%%%%%  Inspect the representation vectors to analyze what's going on
%
 load aggreg_caches
 or=[-45:15:45];leg={'1.0 c/d','1.4 c/d','2.0 c/d','2.8 c/d','4 c/d'};

 tt=' HW=18, OC=1.0';
 mnX=acHW18OC10.mnX;r1=reshape(mean(mnX([1 3 5],:)),7,5);r2=reshape(mean(mnX([2 4 6],:)),7,5);w=r2-r1;
 subplot(3,1,1);plot(or,r1,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Congruent representations,' tt]);legend(leg{:},1);
 subplot(3,1,2);plot(or,r2,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Incongruent representations,' tt]);
 subplot(3,1,3);plot(or,w,'.-');axis([-50 +50 -2.5 2.5]);set(gca,'xtick',or);grid on;title(['Difference,' tt]);

 tt=' HW=15, OC=1.2';
 mnX=acHW15OC12.mnX;r1=reshape(mean(mnX([1 3 5],:)),7,5);r2=reshape(mean(mnX([2 4 6],:)),7,5);w=r2-r1;
 subplot(3,1,1);plot(or,r1,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Congruent representations,' tt]);legend(leg{:},1);
 subplot(3,1,2);plot(or,r2,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Incongruent representations,' tt]);
 subplot(3,1,3);plot(or,w,'.-');axis([-50 +50 -2.5 2.5]);set(gca,'xtick',or);grid on;title(['Difference,' tt]);

 tt=' HW=15, OC=0.7';
 mnX=acHW15OC07.mnX;r1=reshape(mean(mnX([1 3 5],:)),7,5);r2=reshape(mean(mnX([2 4 6],:)),7,5);w=r2-r1;
 subplot(3,1,1);plot(or,r1,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Congruent representations,' tt]);legend(leg{:},1);
 subplot(3,1,2);plot(or,r2,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Incongruent representations,' tt]);
 subplot(3,1,3);plot(or,w,'.-');axis([-50 +50 -2.5 2.5]);set(gca,'xtick',or);grid on;title(['Difference,' tt]);

 tt=' HW=15, OC=1.0: Default';
 mnX=acHW15OC10.mnX;r1=reshape(mean(mnX([1 3 5],:)),7,5);r2=reshape(mean(mnX([2 4 6],:)),7,5);w=r2-r1;
 subplot(3,1,1);plot(or,r1,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Congruent representations,' tt]);legend(leg{:},1);
 subplot(3,1,2);plot(or,r2,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Incongruent representations,' tt]);
 subplot(3,1,3);plot(or,w,'.-');axis([-50 +50 -2.5 2.5]);set(gca,'xtick',or);grid on;title(['Difference,' tt]);

 tt=' HW=10.5, OC=1.0: Default';
 mnX=acHW105OC07.mnX;r1=reshape(mean(mnX([1 3 5],:)),7,5);r2=reshape(mean(mnX([2 4 6],:)),7,5);w=r2-r1;
 subplot(3,1,1);plot(or,r1,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Congruent representations,' tt]);legend(leg{:},1);
 subplot(3,1,2);plot(or,r2,'.-');axis([-50 +50 0 5]);set(gca,'xtick',or);grid on;title(['Incongruent representations,' tt]);
 subplot(3,1,3);plot(or,w,'.-');axis([-50 +50 -2.5 2.5]);set(gca,'xtick',or);grid on;title(['Difference,' tt]);
