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You can change the default parameters, if you want, then click Continue. Some test data will be generated, and then used to estimate the kernel used to generate the data. After it's done, bring the CorrelationPanel to the front, click on the Conventional radio button, then click the Correlate button. The kernel will again be estimated, this time with the conventional rather than the wavelet method.  ]You can play with the settings in the CorrelationPanel, which are explained in detail below.  You can also select "Run it" again from the Macros menu to generate a new set of data with different parameters. These include using either white or natural (i.e. with power that falls off with frequency) noise, varying the amount of noise added to the responses (compare the wavelet vs. conventional methods in the case of high noise, picking a large number of trials to go along with this), the kernel parameters, the stimulus/response dimensions, and the number of trials.  I've also included some routines that produce figures for a manuscript that I've written on this methodology. The figures produced here can differ in some details from what is in the manuscript simply because of different values for the random variables used.   Underlying theory  This module performs correlations between response and stimulus waves, to determine the kernel that relates response to stimulus. Thus, if   r = f(k*s)  gwhere r is response, s is stimulus, k is a kernel that performs a linear transformation on s (the * indicates convolution), and f is a static nonlinear function, the routines given here will estimate k. If the nonlinearity f is reasonably monotonic, the estimate will be reasonable. Below we ignore the nonlinearity. The responses can contain additive noise,   $r = k*s + n   +and the estimates will discount the noise.  Two methods are available. The first is the conventional type of correlation, where the stimuli and responses are Fourier transformed, giving where   $R = KS + N   s6where R, K, S, and N are the frequency-domain versions of r, k, s, and n. The estimate of the kernel K is given by GH K = /  _where the * indicates the complex conjugate, and the braces <> indicate averaging across time.  @The routine that performs these calculations is RevCorrelator.  The second method uses the wavelet transform. Stimulus and response are both given a time-frequency representation. The wavelet-transformed response is divided by the wavelet-transformed stimulus at each time and frequency. These are complex numbers, so the division is equivalent to dividing amplitudes and subtracting phases. For each frequency, an average is computed over time. This yields a frequency-domain version of the kernel.  The wavelet method has some advantages and disadvantages. It can converge faster in the presence of noise. However, it is much slower computationally, and is less accurate asymptotically.   Using the module  7From the Correlate menu, select "Initialize". Then generate some data to correlate by selecting "Make test data". Finally, inspect the CorrelationPanel. The waves generated by MakeTestData() are named stimulusX and responseX where X is replaced by a series of numbers from 0 to 99. These waves are stimulus/response pairs as described above, with a kernel k=ker that is shown in a graph, and a variable amount of added noise. Examine the MakeTestData() function to understand the details, and modify this function to try other kernels and different amounts of noise.  YAt the top of the panel, the base names are given. These would be replaced by whatever names you care to use for your data, but those data must be put in this format of pairs of waves, with basenames followed by characters indicating which waves correspond to each other. So, you could have waves xyzA,abcA, xyzB,abcB, xyzC,abcC, ...., for example. The base names would then be "xyz" and "abc". The dimensions and scaling of the data waves can vary, but the corresponding waves in each pair must match. A sanity check is done on this matching, and the analysis will not run if any pair doesn't match.  8Choose the desired method from the radio buttons. Three check boxes provide some choices for filtering. The wavelet method uses median filtering before doing the averaging over time, to eliminate spurious outliers due to small stimulus amplitudes. See the CrossCorrelateByFreqs function for these calculations.  For both methods, the computations are performed in the frequency domain. The time-domain kernel is computed via an inverse Fourier transform (in the APhi2IRF function). Before the inverse transform, the frequency domain kernel can be filtered. Checking either of the filter buttons brings up a field to set the cutoff value; for the lowpass filter, this value is a high frequency cutoff, and for the highpass filter a low frequency cutoff (confusing, perhaps).  The output can be either the time domain impulse response function, the frequency domain amplitude and phase curves, or both. Choose from the menu. As the algorithm runs through the set of data waves, the output can be updated after each pair of waves ("Update results") or not. In some cases, the data might be derived from a set of different kernels, but typically the data will be mutliple trials based on the same kernel, and you want to average over all the trials. The graphs are rudimentary right now.  When everything is set, hit the Correlate button. The results are generated. Compare the impluse response estimate to the original kernel. You can then switch methods and hit the button again to see how the other method does.   /To call the algorithm from your own code, try:  1WaveletCorrelator#CorrelateStimuliandResponses()  since this is an independent module. The parameters can be set via globals (see the Initialize() routine in the Wavelet correlations procedure file:  / CorGlobals_averageResults=1 // average or not F CorGlobals_updateResults=1 // update output after each trial, or not J CorGlobals_outputFormat=0 // impulse response, frequency domain, or both / CorGlobals_useMedianFilter=0 // median filter $ CorGlobals_useLowPass=0 // lowpass & CorGlobals_useHighPass=0 // highpass ; CorGlobals_locutfq=40 // lowpass filter cutoff frequency = CorGlobals_hicutfq=0.2 // highpass filter cutoff frequency 1 CorGlobals_WaveletorStandard=1 // method to use  CorGlobals_scalefac=2.5 // determines frequencies in wavelet transform - see WaveletCorrelator function and CWT help, and CorGlobals_kerfq0 wave to see effect of this parameter o CorGlobals_frequencyFactor=0.8 // this parameter is part of a calibration routine for the wavelet frequencies D CorGlobals_stimBaseName="stimulus" // base name for stimulus waves D CorGlobals_respBaseName="response" // base name for response waves : CorGlobals_useMode=0 // compute mean vs mode across time Z CorGlobals_nonstationary=0 // don't average across time, examining nonstationary systems    CThis type of correlation might be useful in geophysical and meteorological applications, in which case the time scales used will be much longer than for the neuronal data I have used. I am curious to see whether such applications exist and whether other problems come up, or whether these routines work more or less as is.  *Contact me at Alan Saul . ZPj^x  6 P  L f 0Xr\vB\0Jd84Nh.@ !H!!!"l""# $f$$%%%%%0'J''Normal+GenevaSymbolHoefler Textۙd TXET0RGIݖdWavelet correlations.ipfWavelet correlations.ipf#pragma rtGlobals=1 // Use modern global access method. #pragma IgorVersion=6.0 #pragma version=0.4 #pragma IndependentModule=WaveletCorrelations Menu "Correlate" "Initialize",Initialize() "Make test data",MakeTestData() "Correlate Stimuli and Responses",CorrelateStimuliandResponses() End Function Initialize() string savedDF=GetDataFolder(1) NewDataFolder/O/S root:Packages if(DataFolderExists("CorrelationWavesDF")) SetDataFolder CorrelationWavesDF else NewDataFolder/S CorrelationWavesDF endif Do if(strlen(WinName(0,7))) DoWindow/K $WinName(0,7) endif While(strlen(WinList("*",";","WIN:7"))) KillWaves/A/Z KillVariables/A/Z KillStrings/A/Z DoWindow/K CorrelationPanel variable/G CorGlobals_averageResults,CorGlobals_updateResults,CorGlobals_outputFormat variable/G CorGlobals_useMedianFilter,CorGlobals_useLowPass,CorGlobals_useHighPass,CorGlobals_locutfq,CorGlobals_hicutfq variable/G CorGlobals_WaveletorStandard,CorGlobals_scalefac,CorGlobals_frequencyFactor,CorGlobals_useMode variable/G CorGlobals_nonstationary string/G CorGlobals_stimBaseName,CorGlobals_respBaseName CorGlobals_averageResults=1 CorGlobals_updateResults=1 CorGlobals_outputFormat=2 CorGlobals_useMedianFilter=0 CorGlobals_useLowPass=0 CorGlobals_useHighPass=0 CorGlobals_locutfq=40 CorGlobals_hicutfq=0.2 CorGlobals_WaveletorStandard=1 CorGlobals_scalefac=2.5 CorGlobals_frequencyFactor=0.8 CorGlobals_stimBaseName="stimulus" CorGlobals_respBaseName="response" CorGlobals_useMode=0 CorGlobals_nonstationary=0 CorrelationPanelMaker() SetDataFolder savedDF End Function CorrelateStimuliandResponses() // can start here if desired, or possibly call this from elsewhere GetStimRespWaves() DoCorrelation() End Function GetStimRespWaves() // crude means to assemble waves to be correlated, with some sanity checking string savedDF=GetDataFolder(1) string respBasn="response",stimBasn="stimulus" Prompt stimBasn,"Stimulus waves base name" Prompt respBasn,"Response waves base name" DoPrompt "Base names",stimBasn,respBasn SetDataFolder root:Packages:CorrelationWavesDF string/G CorGlobals_stimBaseName=stimBasn string/G CorGlobals_respBaseName=respBasn SetDataFolder savedDF PutStimRespWavesinFolder(stimBasn,respBasn) End Function PutStimRespWavesinFolder(stimBasn,respBasn) string stimBasn,respBasn string stmwavs,rspwavs stmwavs=WaveList(stimBasn+"*",";","") // could be 0,1,2,... or A,B,C,... or whatever rspwavs=WaveList(respBasn+"*",";","") // but other waves with same base will interfere string swv,rwv variable i for(i=0;i19) TextBox/C/N=CapBox/A=MT/X=0/Y=0 "Only showing first 20 kernels" else AppendtoGraph irfw,zw ModifyGraph rgb($anIRF)=(65535*i/nirfs,65535*(1-i/nirfs),4*65535*i*(1-i/nirfs)/nirfs) ModifyGraph lStyle($("zeroline"+Num2Str(i)))=2,rgb($("zeroline"+Num2Str(i)))=(0,0,0) endif endif if(i<20) ModifyGraph offset($anIRF)={0,i*mx},offset($("zeroline"+Num2Str(i)))={0,i*mx} endif if(WaveExists(ker)) // compute percentage of model kernel variance accounted for by estimate Duplicate/O/R=(0.02,0.5) ker,modelKern Duplicate/O/R=(0.02,0.5) irfw,estKern pctvar=StatsCorrelation(modelKern,estKern) TextBox/C/N=pvBox/A=RT/X=0/Y=0 Num2Str(100*pctvar)+"% variance accounted" endif endfor SetAxis bottom 0,0.5 // this is appropriate for neuronal impulse responses, but can be changed for other applications ModifyGraph noLabel(left)=2,axThick(left)=0 ModifyGraph minor(bottom)=1,grid(bottom)=2,gridRGB(bottom)=(65535,43688,32768) return pctvar End Function AmpPhiGraph() // crude display routine for frequency domain results, easily done in by too many graphs variable/C sz=HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) string amphis=WaveList("corrAPhi*",";","") variable nn=ItemsInList(amphis) string anaphi,wh variable i,nm=min(nn,5) wave/Z phifd=root:phifd // frequency domain version of model kernel, from outside this module wave/z ampfd=root:ampfd Make/O/N=4 exfqs,examps,exphis exfqs={0.5,2,8,32} if(strlen(WinList("AmpPhiLayout",";","WIN:4"))==0) if(stringmatch(currentOS(),"Macintosh")) NewLayout/N=AmpPhiLayout/P=Landscape/W=(hh/3,vv/4,15*hh/17,7*vv/8) else NewLayout/N=AmpPhiLayout/P=Landscape/W=(hh/2,vv/10,15*hh/17,7*vv/8) endif if(stringmatch(currentOS(),"Macintosh")) ModifyLayout mag=1 else ModifyLayout mag=0.5 endif else // DoWindow/F AmpPhiLayout endif for(i=0;i4) TextBox/C/N=CapBox/W=AmpPhiLayout/A=MT/X=0/Y=0 "Only showing first 5 kernels" else Display/N=$("CorrAmpGraph"+wh)/W=(9*hh/17,0.8*vv,11*hh/17,0.95*vv) am Label bottom,"Temporal frequency (Hz) " Label left,"Amplitude" SetAxis bottom,DimDelta(am,0),80 // adjust for other applications ModifyGraph log(bottom)=2 AppendtoGraph examps vs exfqs ModifyGraph rgb(examps)=(0,65535,0),mode(examps)=3,marker(examps)=19,msize(examps)=3 if(WaveExists(ampfd)) CheckDisplayed ampfd if(!V_flag) AppendtoGraph ampfd ModifyGraph rgb(ampfd)=(0,0,0) endif endif ModifyGraph lsize=2 Display/N=$("CorrPhiGraph"+wh)/W=(11*hh/17,0.8*vv,13*hh/17,0.95*vv) ph Label bottom,"Temporal frequency (Hz) " Label left,"Phase (c)" SetAxis bottom,0,40 SetAxis/A=2 left ModifyGraph manTick(left)={0,0.25,0,2},manMinor(left)={4,0} ModifyGraph minor(bottom)=1 AppendtoGraph exphis vs exfqs ModifyGraph rgb(exphis)=(0,65535,0),mode(exphis)=3,marker(exphis)=19,msize(exphis)=3 if(WaveExists(phifd)) CheckDisplayed phifd if(!V_flag) AppendtoGraph phifd ModifyGraph rgb(phifd)=(0,0,0) endif endif ModifyGraph lsize=2 DoWindow/F AmpPhiLayout AppendLayoutObject/W=AmpPhiLayout/F=0/T=1/R=(70*i/nm,80,70*(i+1)/nm,250) graph $("CorrAmpGraph"+wh) AppendLayoutObject/W=AmpPhiLayout/F=0/T=1/R=(70*i/nm,300,70*(i+1)/nm,500) graph $("CorrPhiGraph"+wh) endif endif if(i<5) ModifyLayout/W=AmpPhiLayout left($("CorrAmpGraph"+wh))=70+500*i/nm,width($("CorrAmpGraph"+wh))=650/nm ModifyLayout/W=AmpPhiLayout left($("CorrPhiGraph"+wh))=70+500*i/nm,width($("CorrPhiGraph"+wh))=650/nm endif endfor DoUpdate End Function maxofwaves(wl) string wl string aw variable i,mx=0 for(i=0;i0) // can happen at low frequency because of coneLimit rx=0 ry=0 endif WaveStats/Q/C=3/R=[coneLimit[sca1],ntimes-coneLimit[sca1]] stime // wave M_WaveStats // take mean over samples sx=M_WaveStats[3][0] sy=M_WaveStats[3][1] if(numtype(sx)+numtype(sy)>0) // can happen at low frequency because of coneLimit sx=1 sy=0 endif rat=cmplx(rx,ry)/cmplx(sx,sy) rat=conj(rat) // ***** reverse indices here now!!! ******** corrMatrix[nscales-sca1-1]=rat // result: kernel estimate at this scale/frequency endfor End Function CrossCorrelateByFreqs(sw,rw) // the workhorse wave/C sw,rw NVAR useMode=root:Packages:CorrelationWavesDF:CorGlobals_useMode NVAR useMedianFilter=root:Packages:CorrelationWavesDF:CorGlobals_useMedianFilter wave coneLimit=root:Packages:CorrelationWavesDF:CorGlobals_coneLimit wave kerfq0=root:Packages:CorrelationWavesDF:CorGlobals_kerfq0 variable nscales=DimSize(sw,1) variable ntimes=DimSize(sw,0) Make/O/C/N=(ntimes) stime,rtime Make/O/N=(ntimes) ampq,phiq Make/O/C/N=(ntimes,nscales) ratw CopyScales sw,ratw Make/O/C/N=(nscales) corrMatrix=0 Make/O/N=(50,50) rtimeHist variable sca1 variable xx,yy variable mx variable xmn,xmx,ymn,ymx string scs // WaveStats/Q/C=4 sw // sw=SelectNumber(cabs(sw)mx/20) // repeat smoothing until it doesn't do much endif rtime=cmplx(ampq,phiq) rtime=p2rect(rtime) // filtered version of kernel samples ratw[][sca1]=rtime[p] if(useMode==0) // average over time, within the cone of influence where the amplitudes are reliable WaveStats/Q/C=3/R=[coneLimit[sca1],ntimes-coneLimit[sca1]] rtime wave M_WaveStats // take mean over samples xx=M_WaveStats[3][0] yy=M_WaveStats[3][1] if(numtype(xx)+numtype(yy)>0) // can happen at low frequency because of coneLimit xx=0 yy=0 endif if(mod(sca1,8)==4) Duplicate/O/R=[coneLimit[sca1],ntimes-coneLimit[sca1]] rtime,$("ratxs"+scs),$("ratys"+scs) Redimension/R $("ratxs"+scs),$("ratys"+scs) wave rx=$("ratxs"+scs) wave ry=$("ratys"+scs) rx=real(rtime) ry=imag(rtime) if(!GraphExists("RatSamples"+scs)) Display/N=$("RatSamples"+scs) ry vs rx ModifyGraph mode=3,marker=1,rgb=(65535,21845,0) Make/O/N=1 $("ratmx"+scs),$("ratmy"+scs) wave rmx=$("ratmx"+scs) wave rmy=$("ratmy"+scs) rmx=xx rmy=yy AppendtoGraph rmy vs rmx ModifyGraph mode=3,marker($("ratmy"+scs))=19,rgb($("ratmy"+scs))=(0,65535,0) ModifyGraph zero=1 if(sca1==4) Label left,"Ratio" endif Label bottom,"Ratio" TextBox/C/N=text0/F=0/B=1/A=LT/X=0.00/Y=0.00 Num2str(kerfq0[sca1])+" Hz" SetAxis left,-2,2 SetAxis bottom,-2,2 // these ranges will be inappropriate for most data endif WaveStats/Q ry mx=max(V_max,-V_min) WaveStats/Q rx mx=max(mx,max(V_max,-V_min)) // SetAxis/W=$("RatSamples"+scs) left,-mx,mx // SetAxis/W=$("RatSamples"+scs) bottom,-mx,mx wave rmx=$("ratmx"+scs) wave rmy=$("ratmy"+scs) rmx=xx rmy=yy endif else // compute mode instead of mean ampq=real(rtime) // reusing these waves phiq=imag(rtime) // for another purpose WaveStats/Q ampq xmn=1.025*V_min-0.025*V_max xmx=1.025*V_max-0.025*V_min WaveStats/Q phiq ymn=1.025*V_min-0.025*V_max ymx=1.025*V_max-0.025*V_min rtimeHist=0 hist2D(ampq, phiq, rtimeHist, xmn, xmx, ymn, ymx) MatrixFilter/N=11 gauss,rtimeHist WaveStats/Q rtimeHist xx=V_maxRowLoc yy=V_maxColLoc // DoUpdate endif // ***** reverse indices here now!!! ******** corrMatrix[nscales-sca1-1]=cmplx(xx,yy) // result: kernel estimate at this scale/frequency endfor End Function KernelsOverTime(kw) wave/C kw // first, need to reverse indices in kw!!! Duplicate/O kw,kwrev variable nts,nfs,dts nts=DimSize(kw,0) dts=DimDelta(kw,0) nfs=DimSize(kw,1) kw=kwrev[p][nfs-q-1] // now, smooth kw some more variable n2avg=5 Make/O/N=(nts/8,nts/n2avg) kerMat SetScale/P x,0,dts,kerMat Make/O/C/N=(nfs) aKer variable tt,ii // Display for(tt=0;tt=kerfq0[0])*(x<=kerfq0[nscales-1]) // avoid extrapolation fdkerphi0=interp(x,kerfq0,kerphi0) fdker=cmplx(fdkeramp0(x),fdkerphi0(x)) fdker=p2rect(fdker) // ***** this is the output now ***** fdkerphi0/=2*Pi // I use units of cycles for phase, and look at this elsewhere commonly End Function AmpPhase2DGrapher(w) // given a complex time-scales wave, plot amp and phi wave/C w string saveDF=GetDataFolder(1) SetDataFolder root:Packages:CorrelationWavesDF string wn=NameofWave(w) Duplicate/O w $(wn+"Phase"),$(wn+"Amp") wave pw=$(wn+"Phase") wave aw=$(wn+"Amp") Redimension/R aw,pw w=r2polar(w) aw=real(w) pw=imag(w) w=p2rect(w) wave W_CWTScaling Duplicate/O W_CWTScaling freqscal NVAR frequencyFactor=root:Packages:CorrelationWavesDF:CorGlobals_frequencyFactor variable freqfact=frequencyFactor freqscal=freqfact/W_CWTScaling[p] if(!GraphExists(wn+"AmpGraph")) GraphAmpPhase2D(aw,pw) // commented out for this demonstration, can uncomment it to see wavelet representation endif SetDataFolder saveDF End Function GraphAmpPhase2D(aw,pw) wave aw,pw wave W_CWTScaling,stim,CorGlobals_kerfq0,CorGlobals_coneLimit variable nscales=DimSize(W_CWTScaling,0)-1 Duplicate/O W_CWTScaling freqscal NVAR frequencyFactor=root:Packages:CorrelationWavesDF:CorGlobals_frequencyFactor variable freqfact=frequencyFactor freqscal=freqfact/W_CWTScaling[p] DoUpdate string wn=NameofWave(aw) wn=wn[0,strsearch(wn,"Amp",0)-1] variable isrsp=1+strsearch(wn,"rsp",0) Display /W=(17+300*isrsp,325,311+300*isrsp,577) AppendImage aw vs {*,freqscal} ModifyImage $NameofWave(aw) ctab= {*,*,YellowHot,0} ModifyGraph minor(bottom)=1 ModifyGraph log(left)=2 ModifyGraph mirror=2 Label left "Temporal frequency (Hz) " Label bottom "Time (s)" Duplicate/O CorGlobals_coneLimit,cl0,cl1 cl0*=DimDelta(aw,0) cl1=DimDelta(aw,0)*(DimSize(aw,0)-cl1) AppendtoGraph CorGlobals_kerfq0 vs cl0 AppendtoGraph CorGlobals_kerfq0 vs cl1 ModifyGraph rgb(CorGlobals_kerfq0#0)=(65535,65535,65535),lStyle(CorGlobals_kerfq0#0)=2 ModifyGraph rgb(CorGlobals_kerfq0#1)=(65535,65535,65535),lStyle(CorGlobals_kerfq0#1)=2 DoWindow/C $(wn+"AmpGraph") Display /W=(17+300*isrsp,577,311+300*isrsp,829) AppendImage pw vs {*,freqscal} ModifyImage $NameofWave(pw) ctab= {*,*,SpectrumBlack,0} ModifyGraph minor(bottom)=1 ModifyGraph log(left)=2 ModifyGraph mirror=2 Label left "Temporal frequency (Hz) " Label bottom "Time (s)" DoWindow/C $(wn+"PhiGraph") End Function FigureOutAmplitudeScaling(stim,fac,nn) // find amplitudes and frequencies from single sine waves wave stim variable fac,nn NVAR scalefac=root:Packages:CorrelationWavesDF:CorGlobals_scalefac scalefac=fac variable nscales=nn NVAR omega0=root:omega0 // omega0=5 Make/O/N=(nscales) CorGlobals_ampsScaling,CorGlobals_freqscaling,CorGlobals_kerfq0,CorGlobals_coneLimit=0 Make/O/N=(nscales) wfreq,ampratio CWT/WBI1={MorletC}/FSCL/WPR1=(omega0)/OUT=1/SMP2=4/R2={scalefac*DimDelta(stim,0),0.25,nscales} stim wave W_CWTScaling=root:Packages:CorrelationWavesDF:W_CWTScaling Make/O/N=(DimSize(M_CWT,0)) bestamps wave ampsScaling=root:Packages:CorrelationWavesDF:CorGlobals_ampsScaling wave freqscaling=root:Packages:CorrelationWavesDF:CorGlobals_freqscaling wave kerfq0=root:Packages:CorrelationWavesDF:CorGlobals_kerfq0 // this wave is used heavily wave coneLimit=root:Packages:CorrelationWavesDF:CorGlobals_coneLimit variable freqfactor=0.75 // initial guess variable lo,hi Do kerfq0=freqfactor/W_CWTScaling[nscales-1-p] variable fq,i for(i=0;i1e-5) kerfq0=freqfactor/W_CWTScaling[nscales-1-p] ampsScaling/=sqrt(kerfq0) return freqfactor End // create a 2D histogram as a basis for a scatter density plot. // Written by Maarten Sneep, july 2007. // I've attached a BSD license to this code, enjoy. function hist2D(xwave, ywave, dest, xmin, xmax, ymin, ymax, [nbins, nbinsy]) wave xwave, ywave, dest variable xmin, xmax, ymin, ymax, nbins, nbinsy // parameters: // xwave: wave with x data of the scatter plot. // ywave: wave with y data of the scatter plot. Is supposed to have the same length as xwave. // dest: a wave where the 2D histogram will be placed. // xmin, xmax, ymin, ymax: the histogram boundaries // nbins, nbinsy: the number of bins in the x and y direction. Defaults to 100 and same as nbins respectively // if not given, unless dest is a matrix, then the dimensions of the matrix will be used. // Sample usage: // Make/N=5000000/O/D xw, yw // xw = gnoise(10); yw = 8*sin(xw)+gnoise(5) // Make/N=1/D/O h2 // hist2D(xw, yw, h2, -25,25,-25,25,nbins=200) // Display;AppendImage h2; ModifyImage h2 ctab= {*,*,Grays,1} // reverse color scale // Create some temporary waves. Avoid standing on toes. NewDataFolder /O root:tmp_hist2D Make /I/N=(numpnts(xwave))/O root:tmp_hist2D:xidx, root:tmp_hist2D:yidx, root:tmp_hist2D:idx_combine WAVE xidx = root:tmp_hist2D:xidx WAVE yidx = root:tmp_hist2D:yidx WAVE idx_combine = root:tmp_hist2D:idx_combine // Do a sanity check on passed in parameters variable tmp if( xmin > xmax) tmp = xmin ; xmin = xmax ; xmax = tmp endif if( ymin > ymax) tmp = ymin ; ymin = ymax ; ymax = tmp endif // Ensure that the optional parameters have a sane value if(ParamIsDefault(nbins)) if(WaveDims(dest) == 2 && DimSize(dest,0) > 1) nbins = DimSize(dest,0) else nbins = 100 endif endif if(ParamIsDefault(nbinsy)) if(WaveDims(dest) == 2 && DimSize(dest,1) > 1) nbinsy = DimSize(dest,1) else nbinsy = nbins endif endif // if the destination will have a different number of points, then make sure the current contants are set to 0 if(numpnts(dest) != nbins*nbinsy) dest = 0 endif // Ensure that destination has the right size and uses point scaling Redimension/N=(nbins*nbinsy) dest SetScale/P x 0,1,"", dest // Transform and filter data to fit within histogram boundaries xidx = round((nbins-1)*(xwave - xmin)/(xmax - xmin)) xidx = limit(xidx, 0, nbins-1) yidx = round((nbinsy-1)*(ywave - ymin)/(ymax - ymin)) yidx = limit(yidx, 0, nbinsy-1) // Combine indices idx_combine = xidx + nbins*yidx // Make histogram Histogram /A/B={0,1,(nbins*nbinsy)} idx_combine, dest // Change back wave scaling Redimension/N=(nbins,nbinsy) dest SetScale/I x xmin,xmax,"", dest SetScale/I y ymin,ymax,"", dest // Remove temporary waves KillWaves root:tmp_hist2D:xidx, root:tmp_hist2D:yidx, root:tmp_hist2D:idx_combine End RH Geneva3a9xHHddg(HH(dh FHHHH$$ R]RMPSRWMT1*HDLDDȤ// Platform=Macintosh, IGORVersion=6.020, architecture=Intel Silent 101 // use | as bitwise or -- not comment. NewPath/Z USB_DISK "::::" NewPath/Z Data_Analysis ":::::Applications:Igor Pro Folder:More Extensions:Data Analysis:" NewPath/Z mfERG_project "::mfERG project:" DefaultFont "Helvetica" OpenProc/W=(609,51,1221,479)/J=1120755/V=0 "Wavelet correlations.ipf" MoveWindow/P 316,137,934,562 CorrelationPanel() MoveWindow/C 646,706,1320,1006 OpenNotebook/N=Notebook0/W=(21,52,656,658)/J=1109948 "Instructions.ifn" Window CorrelationPanel() : Panel PauseUpdate; Silent 1 // building window... NewPanel /W=(560,53,1120,368) as "CorrelationPanel" SetVariable StimBas,pos={1,2},size={250,15},proc=WaveletCorrelations#StimBasnSetVarProc,title="Stimulus base name" SetVariable StimBas,font="Helvetica",fSize=12 SetVariable StimBas,value= root:Packages:CorrelationWavesDF:CorGlobals_stimBaseName SetVariable RespBas,pos={300,2},size={250,15},proc=WaveletCorrelations#RespBasnSetVarProc,title="Response base name" SetVariable RespBas,font="Helvetica",fSize=12 SetVariable RespBas,value= root:Packages:CorrelationWavesDF:CorGlobals_respBaseName CheckBox ConvRadio,pos={29,94},size={89,14},proc=WaveletCorrelations#ConventionalCheckProc,title="Conventional" CheckBox ConvRadio,font="Helvetica",fSize=12,value= 0,mode=1 CheckBox WaveletRadio,pos={30,119},size={61,14},proc=WaveletCorrelations#WaveletCheckProc,title="Wavelet" CheckBox WaveletRadio,font="Helvetica",fSize=12 CheckBox WaveletRadio,variable= root:Packages:CorrelationWavesDF:CorGlobals_waveletORstandard,mode=1 GroupBox MethodBox,pos={19,72},size={108,71},title="Method",font="Helvetica" GroupBox MethodBox,fSize=14,fColor=(1,12815,52428) CheckBox AverageBox,pos={282,220},size={102,14},title="Average results" CheckBox AverageBox,font="Helvetica",fSize=12 CheckBox AverageBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_averageResults CheckBox UpdateBox,pos={285,245},size={96,14},title="Update results" CheckBox UpdateBox,font="Helvetica",fSize=12 CheckBox UpdateBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_updateResults PopupMenu OutputFormatList,pos={19,217},size={129,20},proc=WaveletCorrelations#OutputPopMenuProc,title="Output format" PopupMenu OutputFormatList,font="Helvetica",fSize=12 PopupMenu OutputFormatList,mode=3,popvalue="Both",value= #"\"Impulse response;Amplitude and phase;Both\"" CheckBox MedFiltBox,pos={186,98},size={84,14},title="Median filter" CheckBox MedFiltBox,font="Helvetica",fSize=12 CheckBox MedFiltBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_useMedianFilter CheckBox LowPassBox,pos={280,98},size={95,14},proc=WaveletCorrelations#LowPassCheckProc,title="Low pass filter" CheckBox LowPassBox,font="Helvetica",fSize=12 CheckBox LowPassBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_useLowPass CheckBox HighPassBox,pos={385,98},size={98,14},proc=WaveletCorrelations#HighPassCheckProc,title="High pass filter" CheckBox HighPassBox,font="Helvetica",fSize=12 CheckBox HighPassBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_useHighPass CheckBox ModeBox,pos={390,158},size={73,14},title="Use mode",font="Helvetica" CheckBox ModeBox,fSize=12 CheckBox ModeBox,variable= root:Packages:CorrelationWavesDF:CorGlobals_useMode Button CorrBut,pos={277,158},size={100,20},proc=WaveletCorrelations#CorrelateButtonProc,title="Correlate" SetVariable locut,pos={207,120},size={168,15},disable=1,title="Low pass cutoff" SetVariable locut,font="Helvetica",fSize=12,format="%g Hz" SetVariable locut,limits={1,1000,1},value= root:Packages:CorrelationWavesDF:CorGlobals_locutfq SetVariable hicut,pos={385,120},size={150,15},disable=1,title="High pass cutoff" SetVariable hicut,font="Helvetica",fSize=12,format="%g Hz" SetVariable hicut,limits={0.001,30,0.1},value= root:Packages:CorrelationWavesDF:CorGlobals_hicutfq TitleBox Escapee,pos={270,290},size={265,20},title="Hold down escape key to terminate calculations." TitleBox Escapee,font="Helvetica",fSize=12,frame=4 EndMacro  #pragma rtGlobals=1 // Use modern global access method. Menu "Macros" "Run it" "Delete All Waves" "Figure 1 Maker" "Figure 2 Maker" "Figure 3 Maker" "Figure 4 Maker" "Figure 5 Maker" "Figure 6 Maker" "Figure 7 Maker" "Figure 8 Maker" "Figure 10 Maker" "Figure 11 Maker" End Function RunIt() // simple user interface for testing variable pctvariance SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() variable sntarg,wht sntarg=10 // signal to noise ratio wht=1 // white noise, set to 0 for natural noise MakeTestData() // MakeTestDataNoPrompts(abs(enoise(1)),sntarg,wht,100) // NVAR WaveletorStandard=root:Packages:CorrelationWavesDF:CorGlobals_WaveletorStandard // WaveletorStandard=0 pctvariance=WaveletCorrelations#DoCorrelation() // Execute "NonstationaryLayout()" return pctvariance End Function Figure11Maker() // Nonstationary system NVAR nonstationary=root:Packages:CorrelationWavesDF:CorGlobals_nonstationary variable pctvariance SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() nonstationary=1 MakeTestDataNonstationary(abs(enoise(1))) NVAR WaveletorStandard=root:Packages:CorrelationWavesDF:CorGlobals_WaveletorStandard WaveletorStandard=1 pctvariance=WaveletCorrelations#DoCorrelation() Execute "NonstationaryLayout()" ModifyImage/W=ratwAvgAmpGraph ratwAvgAmp ctab= {0,10,YellowHot,0} ModifyGraph/W=TestKernel rgb(component1)=(3,52428,1),rgb(component2)=(65535,0,0) SetAxis/W=TestKernel bottom 0,0.5 Legend/C/W=TestKernel/N=text0/J/A=RT/X=6.05/Y=10.00 End Function DeleteAllWaves() // clean primary folder (typically root:) of leftover waves KillWaves/A/Z End Function Figure10Maker() // examine how averaging and dividing order affects estimates variable nitrs=100 Prompt nitrs,"Number of iterations: this can take a long time!" DoPrompt "Iterations",nitrs SetDataFolder root: NVAR CorGlobals_WaveletorStandard=root:Packages:CorrelationWavesDF:CorGlobals_WaveletorStandard NVAR omega0=root:omega0 omega0=5 variable pctvariance variable theSeed,nn,its,nits=nitrs,i NewDataFolder/O/S Averaging Make/O/N=2 diag={0.001,200} Make/O/N=(nits) avg2=NaN,avg1=NaN wave av1=avg1 wave av2=avg2 Duplicate/O av1,A0est1,A0ker1,A1est1,A1ker1,Ewest1,Ewker1,Iwest1,Iwker1,Lest1,Lker1,phi0est1,phi0ker1 Duplicate/O av2,A0est2,A0ker2,A1est2,A1ker2,Ewest2,Ewker2,Iwest2,Iwker2,Lest2,Lker2,phi0est2,phi0ker2 SetDataFolder root: for(its=0;itswlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(wlen) resp Duplicate/O stim,resp2 Convolve ker2,resp2 Redimension/N=(wlen) resp2 resp[wlen/2,]=resp2[p] WaveStats/Q resp sn=V_rms if(white==1) resp+=gnoise(nois) // add noise sn/=nois snavg+=sn // print sn // resp+=1 // and DC offset elseif(white==2) // natural noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor // print snavg/ntris," = average signal to noise ratio." End Function MakeTestDataNoPrompts(sd,sntarg,white,ntris) // generate stimulus and response waves without interaction variable sd,sntarg,white,ntris variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable wlen,wdt,Ew,Iw,Ia,L,phi0,nois wlen=800 wdt=0.00625 // Ew=20 // Iw=1 // Ia=0.5 // L=60 // phi0=-0.1 // ntris=20 // nois=1 // white=1 SetRandomSeed(sd) Ew=limit(16+gnoise(5),4,20) Iw=limit(4+gnoise(4),0.1,Ew-2) Ia=limit(0.5+gnoise(0.5),0.1, 0.9) L=limit(70+gnoise(30),30,200) phi0=enoise(1) // ntris=50 // nois=abs(enoise(1)) // white=round(limit(2+enoise(1.5),1,3)) // Print "Parameters:" // Printf "Length = %d, step = %g s\r",wlen,wdt // Printf "Excitatory halfwidth = %g Hz, inhibitory halfwidth = %g Hz, inhibitory amplitude = %g\r",Ew,Iw,Ia // Printf "Latency = %d ms, absolute phase = %g c\r",L,phi0 // Printf "%d trials, noise amplitude = %g, stimuli are %s\r",ntris,nois,StringFromList(white-1,"White;Natural;Nonstationary") Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Duplicate/O stim,ker FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 variable tri,cnt variable sn,snavg=0 for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp WaveStats/Q resp sn=V_rms nois=sn/sntarg if(white==1) resp+=gnoise(nois) // add noise sn/=nois snavg+=sn // print sn // resp+=1 // and DC offset elseif(white==2) // natural noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor // print snavg/ntris," = average signal to noise ratio." End Function MakeTestData() // user sets parameters for data variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,sntarg,white wlen=1024 Prompt wlen,"Length of stimulus and response waves" wdt=0.005 Prompt wdt,"Time step of stimulus and response waves (s)" Ew=20 Prompt Ew,"Excitatory halfwidth (Hz)" Iw=2 Prompt Iw,"Inhibitory halfwidth (Hz)" Ia=0.5 Prompt Ia,"Inhibitory strength" L=60 Prompt L,"Latency (ms)" phi0=0.1 Prompt phi0,"Absolute phase (c)" ntris=50 Prompt ntris,"Number of trials" sntarg=1 Prompt sntarg,"Signal to noise ratio" white=1 Prompt white,"Type of stimulus",popup,"White;Natural;Nonstationary" DoPrompt "Set parameters of test data",wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,sntarg,white Print "Parameters:" Printf "Length = %d, step = %g s\r",wlen,wdt Printf "Excitatory halfwidth = %g Hz, inhibitory halfwidth = %g Hz, inhibitory amplitude = %g\r",Ew,Iw,Ia Printf "Latency = %d ms, absolute phase = %g c\r",L,phi0 Printf "%d trials, noise amplitude = %g, stimuli are %s\r",ntris,sntarg,StringFromList(white-1,"White;Natural;Nonstationary") Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Duplicate/O stim,ker FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 variable tri,cnt variable sn,nois for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp WaveStats/Q resp sn=V_rms nois=sn/sntarg if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) // natural added noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor End Function Figure1Maker() // for description of methods NVAR omega0=root:omega0 omega0=5 variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable pctvariance SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() variable wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,nois,white wlen=800 wdt=0.00625 Ew=16 Iw=1 Ia=0.8 L=50 phi0=-0.125 ntris=100 nois=0 white=1 Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Label bottom,"Time (s)" Label left,"Stimulus" ModifyGraph rgb=(0,0,65535) Duplicate/O stim,ker,resp Display resp ModifyGraph rgb=(39321,1,31457) Label bottom,"Time (s)" Label left,"Response" FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 Label left,"Impulse response" Label bottom,"Time (s)" variable tri,cnt for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) // natural added noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary added noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor pctvariance=WaveletCorrelations#DoCorrelation() Appendtograph/W=TestKernel root:Packages:CorrelationWavesDF:corrirfavg ModifyGraph/W=TestKernel rgb(ker)=(0,0,0),lsize=2,zero(left)=1 Execute "Fig1Layout()" End Window Fig1Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(858,62,1541,905) CorrPhiGraphAvg(170,362,314,506)/O=1/F=0/T,CorrAmpGraphAvg(170,207,314,351)/O=1/F=0/T Append TestKernel(170,64,314,208)/O=1/F=0/T,stmwPhiGraph(38,362,182,506)/O=1/F=0/T Append stmwAmpGraph(38,207,182,351)/O=1/F=0/T,rspwPhiGraph(311,362,455,506)/O=1/F=0/T Append rspwAmpGraph(311,207,455,351)/O=1/F=0/T,Graph0(38,64,182,208)/O=1/F=0/T,Graph1(311,64,455,208)/O=1/F=0/T Append RatSamples28(329,511,455,619)/O=1/F=0/T,RatSamples20(241,511,367,619)/O=1/F=0/T Append RatSamples12(146,510,272,618)/O=1/F=0/T,RatSamples4(38,511,164,619)/O=1/F=0/T TextBox/C/N=text0/F=0/B=1/A=LB/X=3.48/Y=92.35 "\\Z18A" TextBox/C/N=text1/F=0/B=1/A=LB/X=26.13/Y=92.35 "\\Z18B" TextBox/C/N=text2/F=0/B=1/A=LB/X=50.87/Y=92.35 "\\Z18C" TextBox/C/N=text3/F=0/B=1/A=LB/X=3.48/Y=74.32 "\\Z18D" TextBox/C/N=text4/F=0/B=1/A=LB/X=26.13/Y=74.32 "\\Z18E" TextBox/C/N=text5/F=0/B=1/A=LB/X=50.87/Y=74.32 "\\Z18F" TextBox/C/N=text6/F=0/B=1/A=LB/X=3.48/Y=52.73 "\\Z18G" TextBox/C/N=text7/F=0/B=1/A=LB/X=26.13/Y=52.73 "\\Z18H" TextBox/C/N=text8/F=0/B=1/A=LB/X=50.87/Y=52.73 "\\Z18I" TextBox/C/N=text9/F=0/B=1/A=LB/X=3.48/Y=30.33 "\\Z18J" TextBox/C/N=text10/F=0/B=1/A=LB/X=23.69/Y=30.33 "\\Z18K" TextBox/C/N=text11/F=0/B=1/A=LB/X=40.94/Y=30.33 "\\Z18L" TextBox/C/N=text12/F=0/B=1/A=LB/X=54.88/Y=30.33 "\\Z18M" TextBox/C/N=text13/F=0/B=1/A=LB/X=10.28/Y=94.54 "\\Z18Stimulus" TextBox/C/N=text14/F=0/B=1/A=LB/X=35.71/Y=94.54 "\\Z18Kernel" TextBox/C/N=text15/F=0/B=1/A=LB/X=58.01/Y=94.54 "\\Z18Response" ModifyLayout mag=1, units=1 SetDrawLayer UserFront SetDrawEnv arrow= 1 DrawLine 155,49,218,49 SetDrawEnv arrow= 1 DrawLine 284,49,347,49 TextBox/C/N=text16/F=0/A=LB/X=3/Y=1 "Figure 1: Wavelet correlation procedure. The stimulus (A) was Gaussian white noise, and the response (C) ";DelayUpdate AppendText/N=text16 "was the linear transform of this stimulus by the filter shown in B (black trace). In the amplitude plots in D and F, ";DelayUpdate AppendText/N=text16 "the color scale ranges from black to yellow. In the phase plots in G and I, the color cycles from black through ";DelayUpdate AppendText/N=text16 "violet, blue, yellow, and red and back to black. The wavelet representation in D, F, G, and I provides amplitude ";DelayUpdate AppendText/N=text16 "and phase as a function of time and frequency. The white dashed traces in D and F indicate the cone of influence. ";DelayUpdate AppendText/N=text16 "The kernel with the time domain shape in B has the frequency domain representation shown in E and H, in black. ";DelayUpdate AppendText/N=text16 "The division in time-frequency space of response by stimulus yields a complex number at each frequency and time. ";DelayUpdate AppendText/N=text16 "Examples at 4 frequencies are shown in J-M, with the complex numbers displayed in the plane by an orange cross ";DelayUpdate AppendText/N=text16 "for each time point. The average of the points in these graphs is shown as a green circle. The amplitude and phase ";DelayUpdate AppendText/N=text16 "values corresponding to these averages at each frequency are shown in E and H as the red curves, with the 4 example ";DelayUpdate AppendText/N=text16 "frequencies marked with green circles. These frequency domain results lead to the kernel estimate in B (red trace)." EndMacro Function Figure2Maker() // demonstrates convergence and reliability variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable pctvariance SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() NVAR CorGlobals_averageResults=root:Packages:CorrelationWavesDF:CorGlobals_averageResults NVAR omega0=root:omega0 omega0=5 CorGlobals_averageResults=0 // don't average variable wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,nois,white wlen=800 wdt=0.00625 Ew=16 Iw=1 Ia=0.8 L=50 phi0=-0.125 ntris=10 nois=0.4 white=1 Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Label bottom,"Time (s)" Label left,"Stimulus" ModifyGraph rgb=(0,0,65535) Duplicate/O stim,ker,resp Display resp ModifyGraph rgb=(39321,1,31457) Label bottom,"Time (s)" Label left,"Response" FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 Label left,"Impulse response" Label bottom,"Time (s)" variable tri,cnt for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary added noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor pctvariance=WaveletCorrelations#DoCorrelation() SetDataFolder root:Packages:CorrelationWavesDF: wave phiker=root:phifd for(tri=0;tri0) wave AverageAmp,sdAmp AverageAmp+=awv sdAmp+=awv^2 wave pwv=$("CorrAmplitude"+Num2Str(tri-1)) awv+=tri*pwv awv/=tri+1 else Duplicate/O awv,AverageAmp,sdAmp sdAmp*=sdAmp endif wave awv=$("CorrPhase"+Num2Str(tri)) awv+=round(phiker - awv) // keep it together if(tri>0) wave AveragePhi,sdPhi AveragePhi+=awv sdPhi+=awv^2 wave pwv=$("CorrPhase"+Num2Str(tri-1)) awv+=tri*pwv awv/=tri+1 else Duplicate/O awv,AveragePhi,sdPhi sdPhi*=sdPhi endif wave awv=$("CorrIRF"+Num2Str(tri)) if(tri>0) wave AverageIRF,sdIRF AverageIRF+=awv sdIRF+=awv^2 wave pwv=$("CorrIRF"+Num2Str(tri-1)) awv+=tri*pwv awv/=tri+1 else Duplicate/O awv,AverageIRF,sdIRF sdIRF*=sdIRF endif endfor AverageAmp/=ntris sdAmp-=ntris*AverageAmp^2 sdAmp/=ntris-1 sdAmp=sqrt(sdAmp) AveragePhi/=ntris sdPhi-=ntris*AveragePhi^2 sdPhi/=ntris-1 sdPhi=max(0.001,sdPhi) sdPhi=sqrt(sdPhi) AverageIRF/=ntris sdIRF-=ntris*AverageIRF^2 sdIRF/=ntris-1 sdIRF=sqrt(sdIRF) IRFsGrapher() CorrAmpGraph0() CorrPhiGraph0() Display/N=AmpAvgGraph/W=(100,451,400,707) AverageAmp ModifyGraph log(bottom)=2 Label left "Amplitude" Label bottom "Temporal frequency (Hz) " ErrorBars AverageAmp Y,wave=(sdAmp,sdAmp) Appendtograph root:ampfd ModifyGraph lsize(ampfd)=2,rgb(ampfd)=(0,0,0) Display/N=PhiAvgGraph/W=(100,700,400,950) AveragePhi Label left "Phase (c) " Label bottom "Temporal frequency (Hz) " ErrorBars AveragePhi Y,wave=(sdPhi,sdPhi) SetAxis bottom 0,40 SetAxis left -0.5,2 Appendtograph root:phifd ModifyGraph lsize(phifd)=2,rgb(phifd)=(0,0,0) SetAxis/W=PhaseGraph left -0.5,2 Display/N=IRFAvgGraph/W=(100,90,400,477) AverageIRF Label left "Impulse response " Label bottom "Time (s) " ErrorBars AverageIRF Y,wave=(sdIRF,sdIRF) SetAxis/A=2 left SetAxis bottom 0,0.5 Appendtograph root:ker ModifyGraph lsize(ker)=2,rgb(ker)=(0,0,0) ModifyGraph zero(left)=1 Execute "Fig2Layout()" End Function CorrAmpGraph0() String fldrSav0= GetDataFolder(1) SetDataFolder root:Packages:CorrelationWavesDF: Display /W=(448,451,703,707) variable i for(i=0;i<10;i+=1) wave w=$("CorrAmplitude"+Num2Str(i)) AppendtoGraph w ModifyGraph rgb($("CorrAmplitude"+Num2Str(i)))=(0,65535*(1-i/10),65535*i/10) endfor AppendtoGraph :::ampfd SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph rgb(ampfd)=(0,0,0) ModifyGraph log(bottom)=2 Label left "Amplitude" Label bottom "Temporal frequency (Hz) " SetAxis bottom 0.2,80 DoWindow/C AmplitudeGraph End Function CorrPhiGraph0() String fldrSav0= GetDataFolder(1) SetDataFolder root:Packages:CorrelationWavesDF: Display /W=(448,700,703,950) variable i for(i=0;i<10;i+=1) wave w=$("CorrPhase"+Num2Str(i)) AppendtoGraph w ModifyGraph rgb($("CorrPhase"+Num2Str(i)))=(0,65535*(1-i/10),65535*i/10) endfor AppendtoGraph :::phifd SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph rgb(phifd)=(0,0,0) Label left "Phase (c) " Label bottom "Temporal frequency (Hz) " SetAxis bottom 0,40 SetAxis/A=2 left DoWindow/C PhaseGraph End Function IRFsGrapher() String fldrSav0= GetDataFolder(1) SetDataFolder root:Packages:CorrelationWavesDF: Display /W=(397,90,737,477) variable i for(i=0;i<10;i+=1) wave wv=$("corrIRF"+Num2Str(i)) AppendtoGraph wv ModifyGraph rgb($("corrIRF"+Num2Str(i)))=(0,65535*(1-i/10),65535*i/10) endfor AppendtoGraph :::ker ModifyGraph rgb(ker)=(0,0,0) SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph zero(left)=1 ModifyGraph minor(bottom)=1 ModifyGraph gridRGB(bottom)=(65535,43688,32768) Label left "Impulse response" Label bottom "Time (s)" SetAxis bottom 0,0.5 DoWindow/C IRFsFig2Graph End Window Fig2Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(175,194,676,770) IRFAvgGraph(216,360,360,504)/O=1/F=0/T,AmpAvgGraph(216,216,360,360)/O=1/F=0/T Append PhiAvgGraph(216,72,360,216)/O=1/F=0/T,PhaseGraph(72,72,216,216)/O=1/F=0/T Append AmplitudeGraph(72,216,216,360)/O=1/F=0/T,IRFsFig2Graph(72,360,216,504)/O=1/F=0/T ModifyLayout mag=1, units=1 TextBox/C/N=text0/F=0/A=LB/X=3/Y=16 "Figure 2: Convergence and reliability. A model kernel, shown in black, " AppendText/N=text0 "was used to generate responses to gaussian white noise inputs, with noise ";DelayUpdate AppendText/N=text0 "added to the responses. Estimates of first order kernel phase and amplitude ";DelayUpdate AppendText/N=text0 "were obtained over a range of temporal frequencies from 5 s trials. \rImpulse responses were computed from the frequency domain results. ";DelayUpdate AppendText/N=text0 "A) Estimates are shown after each of the first 10 trials, as averaging accumulated. ";DelayUpdate AppendText/N=text0 "The first trial is in bright green, and subsequent trials are shown with increasingly ";DelayUpdate AppendText/N=text0 "blue traces. B) The means and standard errors for these 10 trials are shown in red. \r" TextBox/C/N=text1/F=0/A=LB/X=9/Y=91 "\\Z18A" TextBox/C/N=text2/F=0/A=LB/X=35/Y=91 "\\Z18B" EndMacro Function Figure4Maker() // Sensitivity analysis NVAR omega0=root:omega0 omega0=5 variable nitrs=1000 Prompt nitrs,"Number of iterations: this can take a long time!" DoPrompt "Iterations",nitrs variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable pctvariance variable wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,nois,white wlen=800 wdt=0.00625 SetDataFolder root: if(!DataFolderExists("Figure4Folder")) NewDataFolder/O/S root:Figure4Folder else SetDataFolder root:Figure4Folder endif wave/Z pctvars=root:Figure4Folder:pctvars if(!WaveExists(pctvars)) Make/O/N=0 pctvars,Ews,Iws,Ias,Ls,phi0s endif wave Ews=root:Figure4Folder:Ews wave Iws=root:Figure4Folder:Iws wave Ias=root:Figure4Folder:Ias wave Ls=root:Figure4Folder:Ls wave phi0s=root:Figure4Folder:phi0s variable itr=0 variable nn Do SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() Ew=limit(14+gnoise(8),4,20) Iw=limit(4+gnoise(4),0.1,Ew-2) Ia=limit(0.5+gnoise(0.5),0.05, 0.99) L=limit(80+gnoise(50),30,200) phi0=enoise(1) ntris=100 nois=0 white=1 Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Duplicate/O stim,ker FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 variable tri,cnt for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) // natural noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor pctvariance=WaveletCorrelations#DoCorrelation() nn=numpnts(pctvars) InsertPoints nn,1,pctvars,Ews,Iws,Ias,Ls,phi0s pctvars[nn]=pctvariance Ews[nn]=Ew Iws[nn]=Iw Ias[nn]=Ia Ls[nn]=L phi0s[nn]=phi0 itr+=1 While(itr0) // white, natural, natural if(white==2) // two types of noise for natural stimuli noistyp=1+(wh3>1) // white, natural else noistyp=1 // only white noise with white stimuli endif nois/=white // compensate for differences Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Display stim Duplicate/O stim,ker FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 snavg=0 for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp WaveStats/Q resp sn=V_rms nois=sn/sntarg TextBox/W=NatNoisGraph/C/N=text0/F=0/A=RB StringFromList(white-1,"White;Natural")+" "+StringFromList(noistyp-1,"White;Natural")+" "+Num2Str(nois) if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) // natural noise if(noistyp==2) kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // resp+=nois*natnois // added noise is natural as well else resp+=gnoise(nois) // added noise is white endif else // nonstationary noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) sn/=nois snavg+=sn TextBox/C/W=WhNoisGraph/N=snBox/A=RB/F=0 Num2Str(sn) if(WaveletCorrelations#HaltProcedures()) abort endif endfor snavg/=ntris pctvariance=100*WaveletCorrelations#DoCorrelation() nn=numpnts(s2N) InsertPoints nn,1,pvWW,pvNW,pvNN,s2N if(white==1) pvWW[nn]=pctvariance pvNW[nn]=NaN pvNN[nn]=NaN elseif(noistyp==1) pvNW[nn]=pctvariance pvWW[nn]=NaN pvNN[nn]=NaN else pvNN[nn]=pctvariance pvWW[nn]=NaN pvNW[nn]=NaN endif s2N[nn]=sntarg itr+=1 endfor // wh3 sntarg*=stp // increase this to reduce number of iterations While(sntarg<10) // While(itr<2000) // pvWW*=100;pvNN*=100;pvNW*=100 Execute "NatNoiseGraph()" Execute "WhNoiseGraph()" Execute "Fig6Layout()" End Function tanhFit(w,x) wave w variable x return w[2]*(1+tanh(w[0]*log(x/w[1]))) End Function Figure7Maker() // convergence NVAR useMedianFilter=root:Packages:CorrelationWavesDF:CorGlobals_useMedianFilter NVAR WaveletorStandard=root:Packages:CorrelationWavesDF:CorGlobals_WaveletorStandard NVAR omega0=root:omega0 omega0=5 variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable pctvariance,sn variable wlen,wdt,Ew,Iw,Ia,L,phi0,nois,white,noistyp wlen=800 wdt=0.00625 white=1 variable nitrs=100 Prompt nitrs,"Number of iterations: this can take a long time!" DoPrompt "Iterations",nitrs SetDataFolder root: if(!DataFolderExists("Figure7Folder")) NewDataFolder/O root:Figure7Folder endif SetDataFolder root:Figure7Folder Make/O/N=(100) pvS0=0 Duplicate/O pvS0,pvS1,pvS2,pvS3,pvS4,pvS5,pvW0,pvW1,pvW2,pvW3,pvW4,pvW5,iterations wave pvS0=root:Figure7Folder:pvS0 wave pvS1=root:Figure7Folder:pvS1 wave pvS2=root:Figure7Folder:pvS2 wave pvS3=root:Figure7Folder:pvS3 wave pvS4=root:Figure7Folder:pvS4 wave pvS5=root:Figure7Folder:pvS5 wave pvW0=root:Figure7Folder:pvW0 wave pvW1=root:Figure7Folder:pvW1 wave pvW2=root:Figure7Folder:pvW2 wave pvW3=root:Figure7Folder:pvW3 wave pvW4=root:Figure7Folder:pvW4 wave pvW5=root:Figure7Folder:pvW5 wave iterations=root:Figure7Folder:iterations iterations=p+1 SetDataFolder root: variable tri,cnt,wh2,ntris variable itr variable nn Make/O/N=6 sntarg={1e6,2,1,0.5,0.25,0.125} for(itr=0;itrwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) // natural added noise kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor pctvariance=WaveletCorrelations#DoCorrelation() Appendtograph/W=TestKernel root:Packages:CorrelationWavesDF:corrirfavg ModifyGraph/W=TestKernel rgb(ker)=(0,0,0),lsize=2,zero(left)=1 Execute "Fig8Layout()" End Window Fig8Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(431,75,1114,918) TestKernel(38,485,182,629)/O=1/F=0/T,stmwAmpGraph(38,342,182,486)/O=1/F=0/T Append Graph0(38,64,182,208)/O=1/F=0/T,Graph1(38,199,182,343)/O=1/F=0/T TextBox/C/N=text0/F=0/B=1/A=LB/X=3.48/Y=92.35 "\\Z18A" TextBox/C/N=text1/F=0/B=1/A=LB/X=3.48/Y=73.36 "\\Z18B" TextBox/C/N=text2/F=0/B=1/A=LB/X=3.48/Y=54.51 "\\Z18C" TextBox/C/N=text3/F=0/B=1/A=LB/X=3.48/Y=34.84 "\\Z18D" TextBox/C/N=text4/F=0/A=LB/X=28.92/Y=81.56 "Figure 8: Nonwhite stimuli. The test stimuli were natural noise samples, " AppendText "as illustrated in A and in C by its amplitude spectra across the trial. " AppendText "The response to this trial is shown in B. The predicted impulse response " AppendText "is shown in D, along with the model kernel, which is the same as that used in Fig. 1." ModifyLayout mag=1, units=1 EndMacro Function Figure3Maker() // vary absolute phase NVAR CorGlobals_averageResults=root:Packages:CorrelationWavesDF:CorGlobals_averageResults NVAR omega0=root:omega0 omega0=5 variable/C sz=WaveletCorrelations#HowBigaScreeninPoints() variable hh=real(sz) variable vv=imag(sz) variable pctvariance variable wlen,wdt,Ew,Iw,Ia,L,phi0,ntris,nois,white wlen=800 wdt=0.00625 Ew=16 Iw=1 Ia=0.8 L=50 ntris=10 nois=0 white=1 phi0=-0.25 variable ii string si NewDataFolder/O root:Figure3Folder for(ii=0;ii<6;ii+=1) phi0=-0.25+0.1*ii si=Num2Str(ii) SetDataFolder root: WaveletCorrelations#Initialize() DeleteAllWaves() CorGlobals_averageResults=1 Make/O/N=(wlen) stim SetScale/P x,0,wdt,stim Duplicate/O stim,ker,resp FFT/DEST=kerfd ker // make a kernel in the frequency domain // the amplitude is a difference of Gaussians function // the phase is a line with slope and intercept Duplicate/O kerfd,ampfd,phifd Redimension/R ampfd,phifd ampfd=exp(-0.5*(x/Ew)^2)-Ia*exp(-0.5*(x/Iw)^2) phifd=0.001*L*x+phi0 kerfd=cmplx(ampfd,2*Pi*phifd) kerfd=p2rect(kerfd) IFFT/DEST=ker kerfd // WaveStats/Q ker // ker/=max(-V_min,V_max) Display/N=TestKernel/W=(7*hh/17,0.8*vv,9*hh/17,0.95*vv) ker SetAxis bottom,0,0.5 Label left,"Impulse response" Label bottom,"Time (s)" variable tri,cnt for(tri=0;triwlen*wdt*(cnt-1)/5) Smooth 3,stim cnt+=1 While(cnt<6) endif Duplicate/O stim,resp Convolve ker,resp // resp = ker*stim Redimension/N=(numpnts(stim)) resp if(white==1) resp+=gnoise(nois) // add noise // resp+=1 // and DC offset elseif(white==2) kerfd=cmplx(1/(1+x),enoise(Pi)) kerfd=p2rect(kerfd) IFFT/DEST=natnois kerfd WaveStats/Q natnois natnois/=V_rms resp+=nois*natnois // added noise is natural as well else // nonstationary added noise cnt=1 Do // kerfd=cmplx(1/(cnt^2+x/3),enoise(Pi)) // IFFT/DEST=resp0 kerfd resp+=nois*cnt*gnoise(1)*(xwlen*wdt*(cnt-1)/5) cnt+=1 While(cnt<6) endif Duplicate/O stim,$("stimulus"+Num2str(tri)) Duplicate/O resp,$("response"+Num2Str(tri)) endfor pctvariance=WaveletCorrelations#DoCorrelation() Appendtograph/W=TestKernel root:Packages:CorrelationWavesDF:corrirfavg ModifyGraph/W=TestKernel rgb(ker)=(0,0,0),lsize=2,zero(left)=1 Duplicate/O ker,$("root:Figure3Folder:ker"+si) Duplicate/O root:Packages:CorrelationWavesDF:corrirfavg,$("root:Figure3Folder:CorrIRFAvg"+si) Duplicate/O ampfd,$("root:Figure3Folder:ampfd"+si) Duplicate/O root:Packages:CorrelationWavesDF:CorrAmplitudeAvg,$("root:Figure3Folder:CorrAmplitudeAvg"+si) Duplicate/O phifd,$("root:Figure3Folder:phifd"+si) Duplicate/O root:Packages:CorrelationWavesDF:CorrPhaseAvg,$("root:Figure3Folder:CorrPhaseAvg"+si) SetDataFolder root:Packages:CorrelationWavesDF: endfor Make/O/N=2 zeroline=0 SetScale x,0,0.5,zeroline Execute "PhaseFig3()" Execute "AmplitudeFig3()" Execute "IRFFig3()" Execute "Fig3Layout()" End Window PhaseFig3() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure3Folder: Display /W=(20,183,284,610) phifd0,CorrPhaseAvg0,phifd1,CorrPhaseAvg1,phifd2,CorrPhaseAvg2 AppendToGraph phifd3,CorrPhaseAvg3,phifd4,CorrPhaseAvg4,phifd5,CorrPhaseAvg5 SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph rgb(phifd0)=(0,0,0),rgb(phifd1)=(0,0,0),rgb(phifd2)=(0,0,0),rgb(phifd3)=(0,0,0) ModifyGraph rgb(phifd4)=(0,0,0),rgb(phifd5)=(0,0,0) ModifyGraph gaps=0 ModifyGraph minor(bottom)=1 ModifyGraph manTick(left)={0,0.25,0,2},manMinor(left)={4,0} Label left "Phase (c) " Label bottom "Temporal frequency (Hz) " SetAxis left -0.38761821,1.75 SetAxis bottom 0,40 EndMacro Window AmplitudeFig3() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure3Folder: Display /W=(206,184,502,610) ampfd0,CorrAmplitudeAvg0,ampfd1,CorrAmplitudeAvg1,ampfd2 AppendToGraph CorrAmplitudeAvg2,ampfd3,CorrAmplitudeAvg3,ampfd4,CorrAmplitudeAvg4 AppendToGraph ampfd5,CorrAmplitudeAvg5 SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph rgb(ampfd0)=(0,0,0),rgb(ampfd1)=(0,0,0),rgb(ampfd2)=(0,0,0),rgb(ampfd3)=(0,0,0) ModifyGraph rgb(ampfd4)=(0,0,0),rgb(ampfd5)=(0,0,0) ModifyGraph offset(ampfd1)={0,1},offset(CorrAmplitudeAvg1)={0,1},offset(ampfd2)={0,2} ModifyGraph offset(CorrAmplitudeAvg2)={0,2},offset(ampfd3)={0,3},offset(CorrAmplitudeAvg3)={0,3} ModifyGraph offset(ampfd4)={0,4},offset(CorrAmplitudeAvg4)={0,4},offset(ampfd5)={0,5} ModifyGraph offset(CorrAmplitudeAvg5)={0,5} ModifyGraph log(bottom)=2 ModifyGraph noLabel(left)=2 ModifyGraph axThick(left)=0 ModifyGraph gridStyle(left)=5 ModifyGraph gridHair(left)=0 Label bottom "\\F'Helvetica'Temporal frequency (Hz) " EndMacro Window IRFFig3() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure3Folder: Display /W=(487,184,753,609) ker0,CorrIRFAvg0,ker1,CorrIRFAvg1,ker2,CorrIRFAvg2,ker3 AppendToGraph CorrIRFAvg3,ker4,CorrIRFAvg4,ker5,CorrIRFAvg5,::Packages:CorrelationWavesDF:zeroline AppendToGraph ::Packages:CorrelationWavesDF:zeroline,::Packages:CorrelationWavesDF:zeroline AppendToGraph ::Packages:CorrelationWavesDF:zeroline,::Packages:CorrelationWavesDF:zeroline AppendToGraph ::Packages:CorrelationWavesDF:zeroline SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph rgb(ker0)=(0,0,0),rgb(ker1)=(0,0,0),rgb(ker2)=(0,0,0),rgb(ker3)=(0,0,0) ModifyGraph rgb(ker4)=(0,0,0),rgb(ker5)=(0,0,0),rgb(zeroline)=(1,4,52428),rgb(zeroline#1)=(1,4,52428) ModifyGraph rgb(zeroline#2)=(1,4,52428),rgb(zeroline#3)=(1,4,52428),rgb(zeroline#4)=(1,4,52428) ModifyGraph rgb(zeroline#5)=(1,4,52428) ModifyGraph offset(ker1)={0,0.3},offset(CorrIRFAvg1)={0,0.3},offset(ker2)={0,0.6} ModifyGraph offset(CorrIRFAvg2)={0,0.6},offset(ker3)={0,0.9},offset(CorrIRFAvg3)={0,0.9} ModifyGraph offset(ker4)={0,1.2},offset(CorrIRFAvg4)={0,1.2},offset(ker5)={0,1.5} ModifyGraph offset(CorrIRFAvg5)={0,1.5},offset(zeroline#1)={0,0.3},offset(zeroline#2)={0,0.6} ModifyGraph offset(zeroline#3)={0,0.9},offset(zeroline#4)={0,1.2},offset(zeroline#5)={0,1.5} ModifyGraph noLabel(left)=2 ModifyGraph axThick(left)=0 ModifyGraph gridStyle(left)=5 ModifyGraph gridHair(left)=0 Label bottom "Time (s) " SetAxis bottom 0,0.25 EndMacro Window Fig3Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(5,44,694,516) IRFFig3(321,72,479,360)/O=1/F=0/T,AmplitudeFig3(213,69,357,357)/O=1/F=0/T TextBox/C/N=text0/F=0/A=LB/X=54.88/Y=87.98 "0.25 c " TextBox/C/N=text1/F=0/A=LB/X=54.88/Y=82.51 "0.15 c " TextBox/C/N=text2/F=0/A=LB/X=54.88/Y=77.05 "0.05 c " TextBox/C/N=text3/F=0/A=LB/X=54.70/Y=71.45 "-0.05 c " TextBox/C/N=text4/F=0/A=LB/X=54.70/Y=65.98 "-0.15 c " TextBox/C/N=text5/F=0/A=LB/X=54.70/Y=60.11 "-0.25 c " TextBox/C/N=text6/F=0/A=LB/X=2.79/Y=90.85 "\\Z18A" TextBox/C/N=text7/F=0/A=LB/X=38.15/Y=90.85 "\\Z18B" TextBox/C/N=text8/F=0/A=LB/X=59.58/Y=90.85 "\\Z18C" Append PhaseFig3(36,72,252,360)/O=1/F=0/T ModifyLayout mag=1, units=1 TextBox/C/N=text9/F=0/A=LB/X=3/Y=42 "Figure 3: Estimates of different kernels. Six model kernels are shown in black, differing only in absolute phase, ";DelayUpdate AppendText "which ranged from -0.25 to +0.25 c. A) Phase vs. temporal frequency. B) Amplitude tuning. C) Impulse response functions. ";DelayUpdate AppendText "Estimates are shown in red, after 10 5 s trials for each estimate. Stimuli were gaussian white noise, ";DelayUpdate AppendText "and responses were simple convolutions of the stimuli with the impulse responses." EndMacro Window WhNoiseGraph() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure6Folder: Display /W=(490,45,694,241) pvNW,pvWW vs s2N as "WhNoiseGraph" Make/O/D/N=3 cw={1.1,0.01,45} Duplicate/O pvWW masker variable V_FitError=0 FuncFit/NTHR=0 tanhFit cw pvWW /X=s2N /M=masker /D Duplicate/O pvNW masker V_FitError=0 FuncFit/NTHR=0 tanhFit cw pvNW /X=s2N /M=masker /D SetDataFolder fldrSav0 ModifyGraph mode(pvNW)=3,mode(pvWW)=3 ModifyGraph marker(pvNW)=6,marker(pvWW)=8 ModifyGraph lSize(fit_pvNW)=2,lSize(fit_pvWW)=2 ModifyGraph rgb(pvNW)=(1,4,52428),rgb(fit_pvNW)=(1,4,52428) ModifyGraph log(bottom)=1 ModifyGraph lblMargin(left)=7 Label left "Percent variance" Label bottom "Signal to noise ratio" SetAxis left -60,100 SetAxis bottom 0.00050000002,10 Legend/C/N=text0/J/X=-6.92/Y=73.51 "Stimulus/Additive noise\r\\s(pvWW) White/White\r\\s(pvNW) Natural/White" EndMacro Window NatNoiseGraph() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure6Folder: Display /W=(696,44,900,236) pvNN,pvWW vs s2N as "NatNoiseGraph" Make/O/D/N=3 cw={1.1,0.01,45} Duplicate/O pvWW masker variable V_FitError=0 FuncFit/NTHR=0 tanhFit cw pvWW /X=s2N /M=masker /D Duplicate/O pvNN masker V_FitError=0 FuncFit/NTHR=0 tanhFit cw pvNN /X=s2N /M=masker /D SetDataFolder fldrSav0 ModifyGraph mode(pvNN)=3,mode(pvWW)=3 ModifyGraph marker(pvNN)=6,marker(pvWW)=8 ModifyGraph lSize(fit_pvNN)=2,lSize(fit_pvWW)=2 ModifyGraph rgb(pvNN)=(1,4,52428),rgb(fit_pvNN)=(1,4,52428) ModifyGraph log(bottom)=1 ModifyGraph lblMargin(left)=10 ModifyGraph lblLatPos(left)=2 Label left "Percent variance" Label bottom "Signal to noise ratio" SetAxis left -60,100 SetAxis bottom 0.00050000002,10 Legend/C/N=text0/J/X=-8.46/Y=73.47 "Stimulus/Additive noise\r\\s(pvWW) White/White\r\\s(pvNN) Natural/Natural" EndMacro Window Fig6Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(49,275,689,754) NatNoiseGraph(288,72,504,288)/O=1/F=0/T,WhNoiseGraph(89,72,305,288)/O=1/F=0/T as "Fig5Layout" TextBox/C/N=text0/F=0/A=LB/X=12.20/Y=90.44 "\\Z18A" TextBox/C/N=text1/F=0/A=LB/X=48.43/Y=90.44 "\\Z18B" ModifyLayout mag=1, units=1 TextBox/C/N=text2 "Figure 6: Resistance to noise. Predictions of model impulse response functions were evaluated by the percent variance. ";DelayUpdate AppendText/N=text2 "Noise was added to the responses after convolving the stimulus with the kernel. As noise levels increased,";DelayUpdate AppendText/N=text2 "the signal to noise ratio and the percent variance declined. Model kernels were chosen randomly, ";DelayUpdate AppendText/N=text2 "and estimates were obtained from 100 iterations of 5 s trials. White stimuli generated red markers, ";DelayUpdate AppendText/N=text2 "and natural stimuli produced points marked in blue. In A, the additive noise was white. In B, ";DelayUpdate AppendText/N=text2 "for the natural stimuli the additive noise was also natural. Curve fits to each data set are shown as solid traces. ";DelayUpdate AppendText/N=text2 "Parameter values (saturation level, rate of rise, half-saturation signal-to-noise) for these fits were: ";DelayUpdate AppendText/N=text2 "(94.2, 1.2, 0.008) for White/White, (87.5, 1.8, 0.024) for Natural/White, and (86.3, 2.7, 0.017) for Natural/Natural.\r" TextBox/C/N=text2/X=5/Y=48/F=0/A=LB EndMacro Window Fig7Graph() : Graph PauseUpdate; Silent 1 // building window... String fldrSav0= GetDataFolder(1) SetDataFolder root:Figure7Folder: Display /W=(1447,199,1681,803) pvS0,pvS1,pvS2,pvS3,pvS4,pvS5,pvW0,pvW1,pvW2,pvW3,pvW5 vs iterations AppendToGraph pvW4 vs iterations SetDataFolder fldrSav0 ModifyGraph lSize=2 ModifyGraph lStyle(pvS0)=3,lStyle(pvS1)=3,lStyle(pvS2)=3,lStyle(pvS3)=3,lStyle(pvS4)=3 ModifyGraph rgb(pvS0)=(0,0,0),rgb(pvS2)=(50000,30000,0),rgb(pvS3)=(0,65535,0),rgb(pvS4)=(0,0,65535) ModifyGraph rgb(pvW0)=(0,0,0),rgb(pvW2)=(50000,30000,0),rgb(pvW3)=(0,65535,0),rgb(pvW4)=(0,0,65535) ModifyGraph rgb(pvW5)=(23422,0,63453),rgb(pvS5)=(23422,0,63453),lStyle(pvS5)=3 ModifyGraph log(bottom)=1 Label left "Percent variance" Label bottom "Number of iterations" EndMacro Window NonstationaryLayout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(234,44,961,810) ratwAvgPhiGraph(72,504,288,720)/O=1/F=0/T,ratwAvgAmpGraph(72,288,288,504)/O=1/F=0/T Append TestKernel(72,72,288,288)/O=1/F=0/T TextBox/C/N=text0/F=0/A=LB/X=8.19/Y=89.21 "\\Z18A" TextBox/C/N=text1/F=0/A=LB/X=8.19/Y=60.79 "\\Z18B" TextBox/C/N=text2/F=0/A=LB/X=8.19/Y=30.46 "\\Z18C" TextBox/C/N=text3/F=0/A=RC/X=1.92/Y=9.97 "Figure 11: Nonstationary system. During each 5 s trial, \rthe response was given by the stimulus convolved with " AppendText "kernel1 (solid red trace in A) for the first 2.5 s, \rthen with kernel2 (solid green trace) for the last 2.5 s. " AppendText "The wavelet correlation was performed without averaging \racross time during each trial, producing the amplitude and " AppendText "phase plots in B and C. These frequency domain data were \raveraged over 5 time bins (31.25 ms) and inverse " AppendText "transformed for each bin to generate a set of impulse \rresponse functions. Singular value decomposition of the " AppendText "matrix formed from those impulse responses provided \rthe estimates shown (dotted traces in A), as the first " AppendText "two eigenvectors. The second kernel (green) had a long latency, \rwhich is reflected in the more rapid change in phase with " AppendText "frequency during the second half of the trial in C. \rLatencies were 50 ms and 110 ms, absolute phase values " AppendText "were -0.15 c and 0.1 c, and kernel2 was tuned to lower \rfrequencies than kernel1. This caused its responses to " AppendText "bleed into earlier times at low frequencies." ModifyLayout mag=1, units=1 EndMacro Window Fig5Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(5,44,577,450) Fig5Graph(72,72,474,274)/O=1/F=0 TextBox/C/N=text0/F=0/B=1/A=LB/X=12.20/Y=58.33 "Figure 5: Accuracy vs. localization. Percent variance, the correlation between model " AppendText "and estimated impulse response functions, was calculated for 100 random kernels " AppendText "for each of 11 values of the \\[0\\F'Symbol'w\\]0\\B0\\]0\\Y0 parameter. Means and their standard errors are shown." ModifyLayout mag=1, units=1 EndMacro Window Fig7Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(5,44,665,810) Fig7Graph(72,72,308,678)/O=1/F=0 TextBox/C/N=text0/F=0/A=LB/X=52.26/Y=74.59 "Figure 7: Convergence and accuracy. Noisy responses \rto stimuli passed through different kernels " AppendText "were correlated with the stimuli using either \rconventional correlations (dashed traces) \ror wavelet-based correlations (solid traces). " AppendText "The percentage of the variance in the model kernel \raccounted for by the predicted kernel was averaged over " AppendText "the kernels for each of 100 successive iterations. \rSix different signal to noise ratios were tested, " AppendText "as indicated by colors. Averages were compiled over \rthe same 100 random kernels for each trace." ModifyLayout mag=1, units=1 EndMacro Window Fig10Layout() : Layout PauseUpdate; Silent 1 // building window... Layout/C=1/W=(5,44,563,536) Graph0(72,72,274,274)/O=1/F=0 TextBox/C/N=text0/F=0/A=LB/X=6.27/Y=52.73 "Figure 10: Averaging methods. Accuracy of kernel estimates " AppendText "were measured for two methods of computing the kernels using wavelet transforms. " AppendText "The horizontal axis shows results using the method used elsewhere in this paper.\rThe vertical axis averaged the stimulus-response product, " AppendText "then divided by the stimulus autocorrelation. Over 100 random kernels, \rwith a signal-to-noise ratio of 0.055, the best-fit line (solid line) " AppendText "had an intercept of 34% and a slope of 0.64, r=0.88." ModifyLayout width(text0)=332,height(text0)=77 ModifyLayout mag=1, units=1 EndMacro

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