function [C,phi,S12,f,zerosp,confC,phistd,Cerr]=cohmatrixpt(data,params,fscorr) % Multi-taper coherency matrix - point process times % % Usage: % % [C,phi,S12,f,zerosp,confC,phistd,Cerr]=cohmatrixpt(data,params,fscorr) % Input: % data (structure array of spike times with dimension channels) - required % params: structure with fields tapers, pad, Fs, fpass, err % - optional % tapers : precalculated tapers from dpss or in the one of the following % forms: % (1) A numeric vector [TW K] where TW is the % time-bandwidth product and K is the number of % tapers to be used (less than or equal to % 2TW-1). % (2) A numeric vector [W T p] where W is the % bandwidth, T is the duration of the data and p % is an integer such that 2TW-p tapers are used. In % this form there is no default i.e. to specify % the bandwidth, you have to specify T and p as % well. Note that the units of W and T have to be % consistent: if W is in Hz, T must be in seconds % and vice versa. Note that these units must also % be consistent with the units of params.Fs: W can % be in Hz if and only if params.Fs is in Hz. % The default is to use form 1 with TW=3 and K=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. % fscorr (finite size corrections, 0 (don't use finite size corrections) or % 1 (use finite size corrections) - optional % (available only for spikes). Defaults 0. % Output: % C (magnitude of coherency frequency x channels x channels) % phi (phase of coherency frequency x channels x channels) % S12 (cross-spectral matrix frequency x channels x channels) % f (frequencies) % zerosp (1 for channels where no spikes were found, zero 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) if isstruct(data) Ch=length(data); if Ch==1; error('Need at least 2 channels'); end; else error('Need at least two channels of data in the a structural array'); end; if nargin < 2; params=[]; end; [tapers,pad,Fs,fpass,err,trialave,params]=getparams(params); clear trialave params if nargin < 3 || isempty(fscorr); fscorr=0; end; [mintime,maxtime]=minmaxsptimes(data); dt=1/Fs; % sampling time t=mintime:dt:maxtime+dt; % time grid for prolates N=length(t); % number of points in grid for dpss nfft=max(2^(nextpow2(N)+pad),N); % number of points in fft of prolates [f,findx]=getfgrid(Fs,nfft,fpass); % get frequency grid for evaluation tapers=dpsschk(tapers,N,Fs); % check tapers [J,Msp,Nsp]=mtfftpt(data,tapers,nfft,t,f,findx); % mt fft for point process times C1=size(J,3); zerosp=zeros(1,C1); % initialize the zerosp variable zerosp(Nsp==0)=0; % set the zerosp variable if err(1)==0; [C,phi,S12]=cohmathelper(J,err); elseif err(1)==1; if fscorr==0; [C,phi,S12,confC,phistd]=cohmathelper(J,err); else [C,phi,S12,confC,phistd]=cohmathelper(J,err,Nsp); end; elseif err(1)==2; if fscorr==0; [C,phi,S12,confC,phistd,Cerr]=cohmathelper(J,err); else [C,phi,S12,confC,phistd,Cerr]=cohmathelper(J,err,Nsp); end; end clear Msp