function [J,Msp,Nsp]=mtfftpb(data,tapers,nfft) % Multi-taper fourier transform - binned point process data % % Usage: % % [J,Msp,Nsp]=mtfftpb(data,tapers,nfft) - all arguments required % Input: % data (in form samples x channels/trials or single vector) % tapers (precalculated tapers from dpss) % nfft (length of padded data) % Output: % J (fft in form frequency index x taper index x channels/trials) % Msp (number of spikes per sample in each channel) % Nsp (number of spikes in each channel) if nargin < 3; error('Need all input arguments'); end; data=change_row_to_column(data); % changes data stored as a row vector to a column vector [N,C]=size(data); % size of data K=size(tapers,2); % size of tapers tapers=tapers(:,:,ones(1,C)); % add channel indices to tapers H=fft(tapers,nfft,1); % fourier transform of the tapers Nsp=sum(data,1); % number of spikes in each channel Msp=Nsp'./N; % mean rate for each channel meansp=Msp(:,ones(1,K),ones(1,size(H,1))); % add taper and frequency indices to meansp meansp=permute(meansp,[3,2,1]); % permute to get meansp with the same dimensions as H data=data(:,:,ones(1,K));% add taper indices to the data data=permute(data,[1 3 2]); % permute data to be of the same dimensions as H data_proj=data.*tapers; % multiply data by the tapers J=fft(data_proj,nfft,1); % fft of projected data J=J-H.*meansp; % subtract the dc