


Multi-taper coherency,cross-spectrum and individual spectra - continuous and binned point process data
Usage:
[C,phi,S12,S1,S2,f,zerosp,confC,phistd,Cerr]=coherencycpb(data1,data2,params,fscorr)
Inputs:
data1 (continuous data in form samples x trials) -- required
data2 (binned spike data in form samples x trials) -- required
params: structure with fields tapers, pad, Fs, fpass, err, trialave
- optional
tapers (precalculated tapers from dpss, or in the form [NW K] e.g [3 5]) -- optional. If not
specified, use [NW K]=[3 5]
pad (padding factor for the FFT) - optional (can take values -1,0,1,2...).
-1 corresponds to no padding, 0 corresponds to padding
to the next highest power of 2 etc.
e.g. For N = 500, if PAD = -1, we do not pad; if PAD = 0, we pad the FFT
to 512 points, if pad=1, we pad to 1024 points etc.
Defaults to 0.
Fs (sampling frequency) - optional. Default 1.
fpass (frequency band to be used in the calculation in the form
[fmin fmax])- optional.
Default all frequencies between 0 and Fs/2
err (error calculation [1 p] - Theoretical error bars; [2 p] - Jackknife error bars
[0 p] or 0 - no error bars) - optional. Default 0.
trialave (average over trials when 1, don't average when 0) - optional. Default 0
fscorr (finite size corrections, 0 (don't use finite size corrections) or 1 (use finite size corrections) - optional
(available only for spikes). Defaults 0.
Outputs:
C (magnitude of coherency - frequencies x trials if trialave=0; dimension frequencies if trialave=1)
phi (phase of coherency - frequencies x trials if trialave=0; dimension frequencies if trialave=1)
S12 (cross spectrum - frequencies x trials if trialave=0; dimension frequencies if trialave=1)
S1 (spectrum 1 - frequencies x trials if trialave=0; dimension frequencies if trialave=1)
S2 (spectrum 2 - frequencies x trials if trialave=0; dimension frequencies if trialave=1)
f (frequencies)
zerosp (1 for trials where no spikes were found, 0 otherwise)
confC (confidence level for C at 1-p %) - only for err(1)>=1
phistd - theoretical/jackknife (depending on err(1)=1/err(1)=2) standard deviation for phi - Note that
phi + 2 phistd and phi - 2 phistd will give 95% confidence
bands for phi - only for err(1)>=1
Cerr (Jackknife error bars for C - use only for Jackknife - err(1)=2)

0001 function [C,phi,S12,S1,S2,f,zerosp,confC,phistd,Cerr]=coherencycpb(data1,data2,params,fscorr) 0002 % Multi-taper coherency,cross-spectrum and individual spectra - continuous and binned point process data 0003 % 0004 % Usage: 0005 % 0006 % [C,phi,S12,S1,S2,f,zerosp,confC,phistd,Cerr]=coherencycpb(data1,data2,params,fscorr) 0007 % Inputs: 0008 % data1 (continuous data in form samples x trials) -- required 0009 % data2 (binned spike data in form samples x trials) -- required 0010 % params: structure with fields tapers, pad, Fs, fpass, err, trialave 0011 % - optional 0012 % tapers (precalculated tapers from dpss, or in the form [NW K] e.g [3 5]) -- optional. If not 0013 % specified, use [NW K]=[3 5] 0014 % pad (padding factor for the FFT) - optional (can take values -1,0,1,2...). 0015 % -1 corresponds to no padding, 0 corresponds to padding 0016 % to the next highest power of 2 etc. 0017 % e.g. For N = 500, if PAD = -1, we do not pad; if PAD = 0, we pad the FFT 0018 % to 512 points, if pad=1, we pad to 1024 points etc. 0019 % Defaults to 0. 0020 % Fs (sampling frequency) - optional. Default 1. 0021 % fpass (frequency band to be used in the calculation in the form 0022 % [fmin fmax])- optional. 0023 % Default all frequencies between 0 and Fs/2 0024 % err (error calculation [1 p] - Theoretical error bars; [2 p] - Jackknife error bars 0025 % [0 p] or 0 - no error bars) - optional. Default 0. 0026 % trialave (average over trials when 1, don't average when 0) - optional. Default 0 0027 % fscorr (finite size corrections, 0 (don't use finite size corrections) or 1 (use finite size corrections) - optional 0028 % (available only for spikes). Defaults 0. 0029 % Outputs: 0030 % C (magnitude of coherency - frequencies x trials if trialave=0; dimension frequencies if trialave=1) 0031 % phi (phase of coherency - frequencies x trials if trialave=0; dimension frequencies if trialave=1) 0032 % S12 (cross spectrum - frequencies x trials if trialave=0; dimension frequencies if trialave=1) 0033 % S1 (spectrum 1 - frequencies x trials if trialave=0; dimension frequencies if trialave=1) 0034 % S2 (spectrum 2 - frequencies x trials if trialave=0; dimension frequencies if trialave=1) 0035 % f (frequencies) 0036 % zerosp (1 for trials where no spikes were found, 0 otherwise) 0037 % confC (confidence level for C at 1-p %) - only for err(1)>=1 0038 % phistd - theoretical/jackknife (depending on err(1)=1/err(1)=2) standard deviation for phi - Note that 0039 % phi + 2 phistd and phi - 2 phistd will give 95% confidence 0040 % bands for phi - only for err(1)>=1 0041 % Cerr (Jackknife error bars for C - use only for Jackknife - err(1)=2) 0042 0043 if nargin < 2; error('Need data1 and data2'); end 0044 if nargin < 3; params=[]; end; 0045 [tapers,pad,Fs,fpass,err,trialave,params]=getparams(params); 0046 clear params 0047 if nargin < 4 || isempty(fscorr); fscorr=0; end; 0048 0049 if nargout > 7 && err(1)==0; 0050 %Cannot compute error bars if err(1)=0. Need to change params and run again. 0051 error('When errors are desired, err(1) has to be non-zero.'); 0052 end; 0053 if nargout > 9 && err(1)~=2; 0054 error('Cerr computed only for Jackknife. Correct inputs and run again'); 0055 end; 0056 [N,Ch]=check_consistency(data1,data2); 0057 zerosp=zeros(1,Ch); % intialize the zerosp variable 0058 0059 nfft=max(2^(nextpow2(N)+pad),N); 0060 [f,findx]=getfgrid(Fs,nfft,fpass); 0061 tapers=dpsschk(tapers,N,Fs); % check tapers 0062 J1=mtfftc(data1,tapers,nfft,Fs); % fourier transform of continuous data 0063 [J2,Msp2,Nsp2]=mtfftpb(data2,tapers,nfft); % fourier transform of point process data 0064 zerosp(Nsp2==0)=1; % set the trials where no spikes were found to have zerosp=1 0065 J1=J1(findx,:,:); 0066 J2=J2(findx,:,:); 0067 S12=squeeze(mean(conj(J1).*J2,2)); 0068 S1=squeeze(mean(conj(J1).*J1,2)); 0069 S2=squeeze(mean(conj(J2).*J2,2)); 0070 if trialave; S12=squeeze(mean(S12,2)); S1=squeeze(mean(S1,2)); S2=squeeze(mean(S2,2)); end; 0071 C12=S12./sqrt(S1.*S2); 0072 C=abs(C12); 0073 phi=angle(C12); 0074 if nargout==10; 0075 if fscorr==1; 0076 [confC,phistd,Cerr]=coherr(C,J1,J2,err,trialave,[],Nsp2); 0077 else 0078 [confC,phistd,Cerr]=coherr(C,J1,J2,err,trialave); 0079 end; 0080 elseif nargout==9; 0081 if fscorr==1; 0082 [confC,phistd]=coherr(C,J1,J2,err,trialave,[],Nsp2); 0083 else 0084 [confC,phistd]=coherr(C,J1,J2,err,trialave); 0085 end; 0086 end; 0087 clear Msp2