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MATLAB
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function display = attInitFixParams_rd(display) %Set the fixation parameters for meg attention experiment % % display = attInitFixParams(display) display.fixType = 'largecross'; display.fixSizePixels = 2; display.fixColorRgb = [0 0 0 255; ... % black 255 255 255 25...
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MATLAB
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function [gx,dgdx,dgdp] = g_AVL(x,Phi,u,in) % OTO: reaction time observation function % function [gx,dgdx,dgdp] = g_AVL(x,Phi,u,in) % This function computes the observation function (reaction time) for the % audio-visual associative learning task. % IN: % - x: the 5x1 vector of states. The last one is the only releva...
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MATLAB
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% Author: Birgit Nierula % nierula@cbs.mpg.de %% Manual peak detection %% --> to use after automatic detection steps % Usage of manual r-peak selection tool: % Input: some eeglab data (set file) with peaks as additional events % Output: new file with old file name and _mancorr srmr_nr = 2; ana_dir = '/data/pt_02151...
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MATLAB
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function var = choise_var(file) % v.0.0.2 % Pablo Billeke % 03.09.2012 % 16.05.2012 if (nargin ==0) || (isempty(file)) w=evalin('base','who'); ifws=true; else w = who('-file',file); ifws=false; end n = (numel(w(:))); if n ==1 var = w{1} ; return end %ifcellis(w,'ans') % vt=[] for i = n:-1:1 ...
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MATLAB
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function el = ET_terminate(el, path) % TODO make a function out of this %% terminate ET data collection and transfer files Eyelink('Message', 'end'); % wait a while to record a few more samples WaitSecs(0.1); % finish up: stop recording eye-movements, % close graphics window, close data file and shut down tracker st...
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MATLAB
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clear all clc figure (1) subplot(1,3,1) % Define relevant machine learning/deep learning methods and their sorted counts methods = { 'CNN', 'Transfer Learning', 'Grad-CAM', 'Ensemble Learning', ... 'SAM with adapter modules', 'FCNs with U-Net', 'ViT', 'MobileViT', ... 'ConvNeXt', 'GAN', 'AFMS-Net', ...
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MATLAB
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function [train_images, train_labels, test_images, test_labels] = mnistRead() % mnistRead Read in MNIST digit set in Le Cun's format % function [trainImages, trainLabels, testImages, testLabels] = readMNIST() % % The data is available at % http://yann.lecun.com/exdb/mnist/ % % OUTPUT: % trainImages(:,:,i) is a uint8 ...
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MATLAB
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function [dat] = read_neuralynx_ttl(filename, begsample, endsample) % READ_NEURALYNX_TTL reads the Parallel_in values from a *.ttl file % % Use as % [dat] = read_neuralynx_ttl(filename, begsample, endsample); % % The *.ttl file is not a formal Neuralynx file format, but at the % F.C. Donders Centre we use it in conj...
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MATLAB
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function [spikes1] = int_spikes(spikes,cfg); %Interpolates with cubic splines to improve alignment. int_factor = cfg.int_factor; detect = cfg.detection; w_pre=cfg.w_pre; w_post=cfg.w_post; ls = w_pre + w_post; nspk=size(spikes,1); s=1:size(spikes,2); ints=1/int_factor:1/int_factor:size(spikes,2); int...
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MATLAB
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function Images = load_and_flatten(parentfolder,folders,normalization,maxes,savename,subtractmean) for fidx = 1:length(folders)%loop through all folders fnames = dir([parentfolder folders{fidx} filesep '*.tif']); Iflat = []; for imidx = 1:length(fnames) %loop through all files fname = fnames(imidx)...
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MATLAB
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%OLD script that might be useful later clear all; % load(''); %output_dir = ''; %IMG_SIZE = [2048 2048 100]; %% First create a 3D image of all the puncta in space output_img = zeros(IMG_SIZE); for p_idx = 1:length(transcript_objects) output_img(transcript_objects{p_idx}.voxels) = 500; end save3DTif_uint1...
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MATLAB
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function Y = sptenrand(sz,nz) %SPTENRAND Sparse uniformly distributed random tensor. % % R = SPTENRAND(sz,density) creates a random sparse tensor of the % specified sz with approximately density*prod(sz) nonzero % entries. % % R = SPTENRAND(sz,nz) creates a random sparse tensor of the % specified sz with appr...
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MATLAB
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%% One Dimensional Averaging Matrix % Returns the 1D averaging matrix. % % av = ave(h); % % Where h = [d1 d2 ... dn]'; where d is the size of each cell. % % Boundaries use nearest neighbour approximation, interpolation is linear. % % Rowan Cockett % 10-May-2012 % University of British Columbia % rcockett@eos.ubc...
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MATLAB
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function ndataF = svd_reduce_component_AMP(dataF) % LAN toolbox v.0.2 % Reduce componente of source bases in AMPLITUDE of frequency !!! % rotate de bipolar commponente to the maximum variaotion of amplitud ( freq - time - trial !!!) % Pablo Billeke % 18.04.2016 inx = ~isemptycell(dataF); ndataF = cell(size(dat...
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MATLAB
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% Edited by Jerry. 06/30/2022 function clickWheelData=ProcessWheelData_220630... (clickArray,wheelData,params) % ******************************************************************** % This function sequences wheel data into windowed-timecourses % corresponding to individual clicks. % It returns a m...
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MATLAB
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%% SDO Sum % Simple Util for conform-summing SDO operators (dSDOs) % % Does not do any checks, assume all inputs provided to matrix are of % compatible sizes. Can be SDO stacks, if ALL arguments are the same size. % % If multiple matrices are added as independent arguments; these will be % added together. These may be...
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MATLAB
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% Author: Birgit Nierula % nierula@cbs.mpg.de %% brainstem preprocessing wrapper script clear; clc delete(gcp('nocreate')) % clear parallel pool %% variables that need to be changed % loop loop_number = 2 % subject, condition, and block info subject_idx = []; condition_idx = []; %% define variables and paths % e...
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MATLAB
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function [ROIpairCorr,numFramesRemaining,numFramesScrubbed,totalNumFrames] = getROIpairCorrelations(rts,GS,WS,CS,fMPs,badVector,useGSR,numROIpairs,TR, minSecDataNeeded) % NOTE: RETURNS ALL CORRELATIONS AS Z TRANFORMED totalNumFrames = length(badVector); numFramesScrubbed = sum(badVector); numFramesRemai...
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MATLAB
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function params = ret_rd(params, runGUI) % [params] = ret_rd([params]) % % ret - program to start retinotopic mapping experiments (under OSX) % params: optional input argument to specify experiment parameters. if % omitted, GUI is opened to set parameters % % 06/2005 SOD Ported to OSX. If the mouse is i...
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MATLAB
1,708
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% Edited by Jerry. 09/21/2022 function ScatterPlotBehavior_220921(dataTable,Title,Yaxe) % Function to do a scatter plot with error bar of the data % dataTable: a table with labels corresponding to the categories % title: the title of the plot % yaxe: the yaxis label colors = [10,139,148;130,10,4...
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MATLAB
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function newftevdata = wlFT_unMapChannels(subsetftevdata, chandefs) % function newftevdata = wlFT_unMapChannels(subsetftevdata, chandefs) % % This function alters "ft_channelnum" fields in "trialinfo" metadata for % events extracted from trial data with channel subsets (processed with % wlFT_getChanSubset()) to use ch...
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MATLAB
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function [CI] = binoCI(n1, n, alpha) %binoCI Confidence interval from binomial distribution % % [CI] = binoCI(n1, n, alpha) % % Returns the confidence interval for the probability (or ratio) % p = n1/n given by binomial observations, where n1 is the number of % successes, n is the total number of trials, an...
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MATLAB
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function C = mat2cell2( X, parts ) % Break matrix up into a cell array of same sized matrices. % % Useful wrapper for matlab function mat2cell. Instead of specifying % locations along each dimension at which to split the matrix, this % function takes the number of parts along each dimension to break X into. % That is ...
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MATLAB
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function [hrf,p] = VBA_spm_hrf(RT,P) % Returns a hemodynamic response function % FORMAT [hrf,p] = spm_hrf(RT,[p]) % RT - scan repeat time % p - parameters of the response function (two gamma functions) % % defaults % ...
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MATLAB
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function headmodel = ft_headmodel_infinite(varargin) % FT_HEADMODEL_INFINITE returns an infinitely large homogenous % volume conduction model. For EEG the volume conductor can be used % to compute the leadfield of electric current dipoles, for MEG it % can be used for computing the leadfield of magnmetic dipoles. % % ...
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MATLAB
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function [ Rsqf, RsqTime, rfin, rTime] = imageTrialRsq( allTrialCounts ) %IMAGESELECTIVITYINDEX Calculates the selectivity to natural images % First defined in Quian Quiroga et al. (2007), also used by the Allen % Institue Brain Observatory. % Inputs: % allTrialCounts: n x Nt x p matrix, n is number of ...
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MATLAB
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% This program is free software; you can redistribute it and/or modify % it under the terms of the GNU General Public License as published by % the Free Software Foundation; either version 2 of the License, or % (at your option) any later version. % % This program is distributed in the hope that it will be useful,...
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MATLAB
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% SOFA API - demo script % Copyright (C) 2012-2013 Acoustics Research Institute - Austrian Academy of Sciences % Licensed under the EUPL, Version 1.1 or – as soon they will be approved by the European Commission - subsequent versions of the EUPL (the "License") % You may not use this work except in compliance with the ...
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MATLAB
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function LAN = lan_clear_unselected(LAN,cfg) if nargin==1, cfg=[];end getcfg(cfg,'win','hann'); getcfg(cfg,'width',10); getcfg(cfg,'border',20); getcfg(cfg,'iffig',1) if iffig H = figure; end % only trial with unselected areas! T = find(ifcellis(LAN.selected,'any(~@)')); for nt = T % nt = T(1) DIF = find(abs(diff...
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MATLAB
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% DivideData.m % Sarah West % 5/10/22 % Inputs: % parameters.division_points -- an array of index points along divideDim where % the data should be divided. % parameters.divideDim -- a scalar. The dimension you're dividing across. function [parameters] = DivideData(parameters) % Display progress message to user...
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MATLAB
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function res = grs2rgb(img, map) %%Convert grayscale images to RGB using specified colormap. % IMG is the grayscale image. Must be specified as a name of the image % including the directory, or the matrix. % MAP is the M-by-3 matrix of colors. % % RES = GRS2RGB(IMG) produces the RGB image RES from the grayscale image...
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MATLAB
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function [tri] = projecttri(pnt, method) % PROJECTTRI makes a closed triangulation of a list of vertices by % projecting them onto a unit sphere and subsequently by constructing % a convex hull triangulation. % % Use as % [tri] = projecttri(pnt, method) % The optional method argument can be 'convhull' (default) or '...
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MATLAB
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function NNdelete(self, src, event) if self.verbosity > 9 disp(mfilename) end channel = self.channel_to_work_with; switch src.Text case 'Delete NN data on this channel' if isempty(channel) return end self.common.NNdata(channel) = crabsort.NNdata(1); % try to stop anything being trained try cancel(self.w...
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MATLAB
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function C = xeucn( A, T, shape ) % n-dimensional euclidean distance between each window in A and template T. % % Similar to normxcorrn, except at each point (i,j) calculates the % euclidean distance between the T and the window in A surrounding the % point, storing the result in C(i,j). % % USAGE % C = xeucn( A, T, [...
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MATLAB
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function bigparams = loadBigExpParams(yamlfile) %Use a YAML file to load the parameters for a large experiment yamlspecs = ReadYaml(yamlfile); %NOTE: The YAML files might have extra quotes so remove them bigparams.EXPERIMENT_NAME = strrep(yamlspecs.basename,'''',''); bigparams.EXPERIMENT_FOLDERROOT = strrep(yamlspecs...
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MATLAB
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% Plot stimulus-locked mean traces for all coherences - considering nans in % each trial % meanTracesRL_bigSbigT if exist('sigRL') == 0 && exist('normS') >= 1 sigRL.sig_coh = normS.sigRL.sig_coh; sigRL.t = normS.sigRL.t; sigRL.correct = normS.sigRL.correct; sigRL.session = normS.sigRL.session; ...
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MATLAB
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function [O_error, O_grad]=jacobiandet_cost_gradient(O_grid,sizes,O_goal,sizeI,Spacing) % Convert Grid vector to grid matrix O_grid=reshape(O_grid,sizes); % Delta step used for error gradient step=0.001; if(nargout>1) if(length(Spacing)==2) [O_error1,O_grad1]=jacobiandet_error_2d_double(O_grid(:,...
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MATLAB
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function params = fitNakaRushtonToSpikes(xvals, spikes) %UNTITLED Summary of this function goes here % Detailed explanation goes here %========================================================================== %unwrap and standardize variables spikes = spikes(:); xx = xvals(:); yy = spikes/max(spikes); %====...
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MATLAB
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%% Rosenbrock constrained optimization demo % %% % This file is from pmtk3.googlecode.com function demoRosenConstrained() % minimize 2d rosenbrock st x1^2 + x^2 <= 1 % Example from p1-8 of Mathworks Optimization Toolbox manual requireOptimToolbox xstart = [-1 2]; % Hessian is ignored by quasi-Newton so we use int...
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MATLAB
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function [missing, extra] = pmlMoveExtraCode(bookSource, demosDir) % Allocate code in demos/extra to the various chapters % according to the pml latex extraCode index. % %% Inputs % bookSource - path to the PML latex source containing e.g. pml.tex % (default = C:\kmurphy\dropbox\PML\Text) % % dem...
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MATLAB
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function TSexportscript(NameOfScriptFile) % reads Experiment-building script out of the Experiment.Script field into % a Matlab .m newly created script file in the current directory. If there % is already a file with the specified name, its contents will be % overwritten % % Syntax: TSexportscript(NameOfScriptFile) % %...
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MATLAB
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function DensityScatterOutput=DensityColoring(DensityScatterOutput,map) L = size(map,1); if isempty(DensityScatterOutput) warning on warning('No DensityScatterOutput...') DensityScatterOutput=[]; else if min(DensityScatterOutput.dd(:))<max(DensityScatt...
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MATLAB
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clear all; close all; clc Datapath='/home/Damian/PD_sleep_memory/EEG/'; SubjectList={'001', '002', '003','004', '008','009', '010','011','013','015','016','017', '018', '020','021', '022', '023','024'}; nSubj=numel(SubjectList); NewSR=100; % downsample to 100 Hz for Subj=1:nSubj clear Events EEGPSD % load...
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MATLAB
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function [xproj,yproj] = conic_project_hack(type,center,theta,normform,x0,y0) w = length(x0); % convert to normal form coords R = [cos(theta),sin(theta);-sin(theta),cos(theta)]; pt = [x0-center(1),y0-center(2)]*R'; x = pt(:,1); y = pt(:,2); A = normform(1); C = normform(3); D = normform(4); E = normform(5); xfit = n...
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MATLAB
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function parallel_extract_VOI(stat_path,exp_folder,N,N_ROIs) % ======================================================================== % Ruslan Masharipov, October, 2023 % email: ruslan.s.masharipov@gmail.com % ======================================================================== for subji = 1:N for j = 1:N_R...
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MATLAB
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% This script computes and plots the incident magnetic field magnitude % (or any of the components) for any brain compartment surface/interface % (plots the surface field + optionally coil geometry) % % Copyright SNM/WAW 2017-2023 eps0 = 8.85418782e-012; % Dielectric permittivity of vacuum(~air) mu...
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MATLAB
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classdef AbstractHeavyFeatures < handle % HeavyCoordinates are coordinates that can contain data > 2GB. To store this % 'heavy-data' data fast, special arrangements are needed. Storing of % the data is done by the saveTableDataSource_v3 function. % % Default methods work if a property named 'Xf...
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MATLAB
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function z = ge(x,y) %GE Greater than or equal for sptensors. % % See also SPTENSOR. % %MATLAB Tensor Toolbox. %Copyright 2015, Sandia Corporation. % This is the MATLAB Tensor Toolbox by T. Kolda, B. Bader, and others. % http://www.sandia.gov/~tgkolda/TensorToolbox. % Copyright (2015) Sandia Corporation. Under the t...
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MATLAB
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function GER122E1 = read_txt_data(filename, dataLines) %IMPORTFILE Import data from a text file % GER122E1 = IMPORTFILE(FILENAME) reads data from text file FILENAME % for the default selection. Returns the data as a table. % % GER122E1 = IMPORTFILE(FILE, DATALINES) reads data for the specified % row interval(s) of...
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MATLAB
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function M=movwv2at(N,Np); %MOVWV2AT Oscillating structure of the interferences of the WVD. % M=MOVWV2AT(N,Np) generates the movie frames illustrating the % influence of the distance between two components on the oscillating % structure of the interferences of the WVD. % % N : number of points for the signal; % Np...
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MATLAB
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% function [fracSignal, filtSignal]= get_trajectory_signal(inSig, fs, freqTrajectory, filtParams) function [fracSignal, filtSignal, sig_remod, sig_static_mod]= get_trajectory_signal(inSig, fs, freqTrajectory, filtParams) if nargin<3 error('Need at least three inputs (input signal, sampling frequency, frequency tra...
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MATLAB
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function model = smlrFit(X, y, varargin) %% Fit a sparse multinomial logistic regression model using L1+CV % % % Optional inputs: % kernelFn ... should be a fn of the form @(X1, X2). % pathOpts ... structure passed to logregFitPathCv % regType ... L1 or L2 (default is L1) % usePath ... if true, builds kernel basis on...
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MATLAB
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function ROI_siz = h_getROISize3(str) ind = horzcat(strfind(str, 'x'), strfind(str, 'X'), strfind(str, ',')); if numel(ind) == 1 ROI_siz(1) = str2double(str(1:ind-1)); ROI_siz(2) = str2double(str(ind+1:end)); elseif numel(ind)==0 ROI_siz = [str2double(str), str2double(str)]; else %more than 1 giv...
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MATLAB
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% Author: Birgit Nierula % nierula@cbs.mpg.de function pot_latency = esg_prepro_loop7_potentialLatency(subject, nerve, srmr_nr) %% set variables subject_id = sprintf('sub-%03i', subject); analysis_path = [getenv('ANADIR') subject_id '/esg/prepro/']; save_path = [getenv('ESGDIR') subject_id '/']; cfg_path = getenv('C...
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MATLAB
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function [ rgbimg ] = makeRGBImageFrom4ChanData(data4d,clims) %MAKERGBIMAGEFROM4CHANDATA Take an (X,Y,C) dataset and turn it into a 3D %image in the RGB format. Tailored the colors to % Chan 1 = Blue % Chan 2 = Green % Chan 3 = Magenta % Chan 4 = Red %NOTE! The data4d input MUST be between 0 and 1. if nargin==1 ...
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MATLAB
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% Author: Birgit Nierula % nierula@cbs.mpg.de %% cfg definition % this file defines important analysis parameters. %% sampling rate srate_ica = 250; srate_rpeak = 5000; %% interpolation window - just for R-peak detection!! interpol_window_rpeak = [-1.5 1.5]; %% interpolation window % eeg interpol_window = [-1.5 4]...
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% Demo for DAVB Van Der Pol oscillator. % This demo inverts a model of nonlinear Van Dr Pol oscillator, which is % observed through a nonlinear sigmoid function. clear variables close all % Choose basic settings for simulations n_t = 2e2; deltat = 1e-1; f_fname = @f_vanDerPol; g_fname = @g_sigmoid; alpha = 1e2; sig...
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%% load group %% setup user = 'karen'; % 'mcq','karen','rachel' expt = 'TANoise'; % 'TANoise' sessionIdx = 1:20; p = meg_params('TANoise_ITPCsession8'); %% get session names allSessions = meg_sessions(expt); sessionNames = allSessions(sessionIdx); %% run analysis groupA = []; groupD = []; groupI = []; groupB = [...
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function [SSS_mask,Pseudo_TOF_init]=segment_SSS(PET_dyn_path,time_PET,out_path,options) [~,~,~,~, IDIFTemp_path, IDIFVessels_path, IDIFQC_path, ~, ~, COREG_path] = out_path_preparation(out_path); SSS_mask_path = fullfile(IDIFVessels_path,'SSS_mask.nii'); if nargin<4 options=get_default_options(); end %loading...
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function [trl, event] = ft_trialfun_imotions(cfg) % FT_TRIALFUN_IMOTIONS makes a trial definition for an iMotions event structure % % The trialdef structure can contain the following specifications % cfg.trialdef.eventtype = string or cell-array of strings (default = 'StimulusName') % cfg.trialdef.eventvalue = string...
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MATLAB
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function [trl, event] = ft_trialfun_imotions(cfg) % FT_TRIALFUN_IMOTIONS makes a trial definition for an iMotions event structure % % The trialdef structure can contain the following specifications % cfg.trialdef.eventtype = string or cell array of strings (default = 'StimulusName') % cfg.trialdef.eventvalue = string...
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function CBIG_LiGSR_LME_unittest_PMAT_cmp_w_reference_HCP( all_stats_mat ) % CBIG_LiGSR_LME_unittest_PMAT_cmp_w_reference_HCP( all_stats_mat ) % % This function compare the variance component model results of fluid % intelligence measure in HCP dataset that the user generated with the % ground truth results. % % Inp...
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MATLAB
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function [y,coeff,loc,residual,Error]=OMP_Visualize(D,X,L,S1,S2,S3) %============================================= % Sparse representation (OMP) of a group of signals based on a given dictionary and specified number of atoms to use. % Input arguments: % D - The dictionary (its columns MUST be normalized). %...
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MATLAB
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fprintf(1,'Script that merges two "Cabib_Results.mat" data sets of the same camera into a single dataset\n') dir; cont = 1; while cont data_set1 = input('Filename of the first dataset (with complete path if necessary): ','s'); cont = ((exist(data_set1)~=2)); if cont, fprintf(1,'File not found...
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function [fcost,u_sol,e_sol,F_err] = Spring2D(k0,F,u_output,params,optims,condition) if isequal(condition,'1') k = Convert_k(k0,params); elseif isequal(condition,'0') k = k0; end D = params.C.'*diag(k)*params.C; F([2*params.ind_fix-1,2*params.ind_fix]) = []; D(:,[2*params...
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function Pout = boney_segment_cleanup(Pout,out,job,i) %boney_segment_cleanup. Update Pout structure and clean up files % _________________________________________________________________________ % % Robert Dahnke & Polona Kalc % Structural Brain Mapping Group (https://neuro-jena.github.io) % Departments of Neurology ...
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MATLAB
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function flag = canwrite(loc) % CANWRITE Determines if there is write access to the directory. % % SYNTAX: % CANWRITE(LOC) % [FLAG] = CANWRITE(LOC) % % [FLAG] = CANWRITE(LOC) Determines if there is write access to the % directory LOC. If LOC is a full file path e.g. '/dir1/dir2/file.xxx' % the file path '/dir1/...
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MATLAB
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function [h,p, chi2stat,df] = chisq(X , N, correct) % [h,p, chi2stat,df] = prop_test(X , N, correct) % % A simple Chi-square test to compare two proportions % It is a 2 sided test with alpha=0.05 % % Input: % X = vector with number of success for each sample (e.g. [20 22]) % N = vector of total counts for each...
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function t = scale(t,s,dims) %SCALE Scale along specified dimensions for sparse tensors. % % Y = SCALE(X,S,DIMS) scales the sparse tensor X along the % dimension(s) specified in DIMS using the scaling data in S. If % DIMS contains only one dimensions, then S can be a column % vector. Otherwise, S should be a te...
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MATLAB
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function [n_Wru_v, n_Wrr_n, m_Wzr_n, n_x0_c, n_bx_1, m_bz_1] = unpackRNNUtils(net, varargin) % This function returns masks in the format of the corresponding training % parameters. optargin = size(varargin,2); do_theta = false; do_entry_mask = false; do_cost_mask = false; for i = 1:2:optargin switch varargin{i} ...
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MATLAB
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function v = myind2sub(siz,ndx,switch_row_col,nout) %IND2SUB Multiple subscripts from linear index. % IND2SUB is used to determine the equivalent subscript values % corresponding to a given single index into an array. % % [I,J] = IND2SUB(SIZ,IND) returns the arrays I and J containing the % equivalent row and co...
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MATLAB
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function header = read_spmeeg_header(filename) % read_spmeeg_header() - import SPM5 and SPM8 meeg datasets % % Usage: % >> header = read_spmeeg_header(filename); % % Inputs: % filename - [string] file name % % Outputs: % header - FILEIO toolbox type structure % _________________________________________________...
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function [Metabolic_Rate, Dir, Dataset, Time_Variable] = ChooseExample dname = pwd; cd ([dname]); %go to main folder opts.Interpreter = 'tex'; opts.Default = 'HAP2 Mice (2-Hr DID)'; button = questdlg('\fontsize{16} Which example would you like to run?', 'Choose Example', 'HAP2 Mice (2-Hr DID)', 'cHAP/HDID Mice (2-Hr ...
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MATLAB
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%% Denoise some MNIST digits using a binary RBM %PMTKauthor Andrej Karpathy %PMTKmodified Kevin Murphy % This file is from pmtk3.googlecode.com setSeed(0); if 0 load mnistSubset; % data is 5000*784, testdata is 1000*784 both are in [0,1] % labels(i) in 1..10, testlabels(i) in 1..10 Xtrain = data; Xtest = testdata; ...
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MATLAB
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%% Embed the digit 3 into 2D and sample from the space % Reproduce fig 14.23 from Hastie's book p489 %% % This file is from pmtk3.googlecode.com if 0 loadData('uspsAll'); % data(1:256, 1:1100, 1:10) c = 3; n = size(data,2); X = double(data(:,:,c))'; % n x 256 figure(3);clf;montageKPM(reshape(X', [...
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MATLAB
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function [iQ] = VBA_inv(Q,indIn,flag,v) % overloaded sparse matrix pseudo-inverse % function [iQ] = VBA_inv(Q,indIn,flag,v) % IN: % - Q: the nxn matrix to be inverted % - indIn: a vector of indices that specifies the submatrix of Q that has % to be inverted. The rest of the matrix is padded with zeros. If empty, ...
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MATLAB
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%% e1_prepare_raw_data.m %%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% raw_data_path = fullfile(dipole_folder, ... strcat(patno,'_',model...
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MATLAB
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% Download a sample 2p dataset from https://sungsoo-nas1.mcdb.ucsb.edu:5001/sharing/nU6uifCJC %(and all code in the "Two-photon calcium imaging" github folder) %% Part 1: analysing 2p data clear addpath(genpath([pwd '\Matlab functions'])) addpath(genpath([pwd '\sample dataset'])) temp_dir = dir('sample dataset\para...
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MATLAB
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function [ cfg ] = fcp_rejectartifact_threshold( cfg, megdata ) %FCP_REJECTARTIFACT_THRESHOLD % % Reject artifacts on a dataset based on given thresholds %% process optional parameters if ~isfield(cfg, 'bpfilter'), cfg.bpfilter = 'yes'; end if ~isfield(cfg, 'bpfreq'), cfg.bpfreq = [1 150]; end if ~isfi...
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% function [fracSignal, filtSignal]= get_trajectory_signal(inSig, fs, freqTrajectory, filtParams) function [fracSignal, filtSignal, sig_remod, sig_static_mod]= get_trajectory_hilbert_signal(inSig, fs, freqTrajectory, filtParams) if nargin<3 error('Need at least three inputs (input signal, sampling frequency, frequ...
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MATLAB
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function fcBx_PercFC_Scat2(pairsOut,IM) % This function creates a scatter plot of the proportion of positive fcMRI % values against fcBx correlation from the output of % pairsOut=View_Clear_Brain_ROI_Corr2a. % tp is the time point of interest (set to 1 if only 1) % IM is the infomap structure. %% Parameters and Ini...
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%% generateShuffleMatrix; % % Using a mean and standard deviation matrices, generate a mixture of % normally distributed scalars for shuffles. % % Used to simulate draws from the predefined Mean + Standard Deviation %_______________________________________ % Copyright (C) 2024 Trevor S. Smith % Drexel University Co...
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MATLAB
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function [C, N] = VBA_spm_mesh_label(M,opt) % Label connected components of a surface mesh % FORMAT C = spm_mesh_label(M) % M - a [nx3] faces array or a patch structure % opt - return connected components on faces/vertices: % {['faces'] ,'vertices'} % % C - a [nx1] vector containing labels...
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MATLAB
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function df = load_dlc_csv(file_path) % load_dlc_csv: general function to load dlc csv files % % works by iterating over headers until x,y,likelihood are found, then % makes sure all columns are type double. % % Iterating over headers are needed as multi-animal tracking has more % headers than the standard single ani...
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MATLAB
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function trx = load_tracklet(matfile,frompy) % trx = load_tracklet(matfile,frompy) % trx = load_tracklet(matcontents,frompy) if nargin < 2, frompy = false; end if ischar(matfile) td = load(matfile,'-mat'); else td = matfile; end % % aux fields like confidences, occlusion-scores etc % fldsaux = fieldnames(td);...
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function plot_inter_banda(LAN,elec,axis) % elec=[1:32]; % % % for i = 1:length(LAN) f = figure('Position', [100,100,1000,500]); %uicontrol('Style', 'text', 'String','hhhhhhh', 'Position', [0.1, 0.9, 0.8,0.1]); try annotation(f,'textbox',[0.135 0.744 0.687 0.22],... 'String',... {'ESTU...
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MATLAB
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function [output, firstIndexPoint] = read_bti_hs( filename, outfile) %read_hs_file Reads in BTI-Headshape files % filename: file with the headshape informations % outfile: if present, a ctf ".shape" file is written % output: if present, a 3xN matrix containing the headshape-points % % (C) 2007 by Thomas Hartma...
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MATLAB
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function plot_avRainbow4_wxLeg_dur(vcf, avsd, summaryInfoTable, avColors, selSmltIds, varargin) % in plot_avRainbow4_wxLeg_dur % also plot_avDistribution2 is used % plot_avRainbow4, plot_avDistribution was mistakeny used %% handle optional inputs (varargin): nOpVar=0; % counter for optional variable nOpVar=nOpVar+1; op...
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MATLAB
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function folds = make_folds(datadir, kerneldir, n_reps, n_folds) % folds = make_folds(datadir, kerneldir, n_reps, n_folds) % % make randomised repetitions of k folds for CV of 1001 HCP subjects, % taking into account family structure and saving folds to be used by % prediction methods % % Input: % datadir: directo...
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MATLAB
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% Author: Birgit Nierula % nierula@cbs.mpg.de %% ESG preprocessing wrapper script clear; clc delete(gcp('nocreate')) % clear parallel pool %% variables that need to be changed % loop loop_number = 1; disp(['loop number = ' num2str(loop_number)]) % subjects subject_idx = 1:24; %% define variables and paths % exper...
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MATLAB
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function inv = betainvOct (x, a, b) %% This is a replacement function for stats toolbox betainv % It is an adaptation of the betainv function in Octave written by KH % <Kurt.Hornik@wu-wien.ac.at>, released under the GNU General Public % License version 3. It was modified to make it Matlab compatible, and to % use beta...
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MATLAB
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function [LLH0] = VBA_LMEH0(y,options) % evaluates the log-evidence of the null (H0) model % [LLH0] = VBA_LMEH0(y) % This function evaluates the exact log marginal likelihood of a null model % H0, which basically assumes that the data only contain Gaussian noise of % unknown variance, i.e. y ~ N(0,sigma^-1*I), where si...
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function [fx,dF_dX,dF_dTheta] = f_dcm4fmri0(Xt,Theta,ut,inF) % nonlinear DCM evolution function % function [fx,dF_dX,dF_dTheta] = f_dcm4fmri0(Xt,Theta,ut,inF) % This function evaluates the evolution function of the neuronal states of % a nonlinear DCM for fMRI model. deltat = inF.deltat; n = size(Xt,1); [dxdt,J,dfdp]...
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function filter = gauss_filter_fun(FILTER_SIZEXY, FILTER_SIZEZ, STDXY, STDZ, DIM)% filter size is scalar plz. gives (filter_size)^DIM filter % Maryann Rui 08/2017 %% 2d and 3d gaussian kernel by scratch if nargin < 5 DIM = 3; % default 3D filter end switch DIM %% manual 2d [same as fspecial('gaussian', FILTE...
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MATLAB
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function [condNumbers,condLabels] = read_ctf_cls(fname) % READ_CTF_CLS reads the classification file from a CTF dataset % Copyright (C) 2003, Ole Jensen % % This file is part of FieldTrip, see http://www.fieldtriptoolbox.org % for the documentation and details. % % FieldTrip is free software: you can redistribute ...
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MATLAB
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function plotContours(fov,cellN,contours,background, color) %% >>> OPERATION >>> % Plot contours of selected cells for defined field of view % >>> INPUT VARIABLES >>> % NAME TYPE, DEFAULT DESCRIPTION % fov double field of view (image or movie) % cellN double ...
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MATLAB
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data = dir('/DATAPOOL/ERRORMONITORING/SEM_mri_data/P*'); ind=1; contrasts = ["error-correct", "error-baseline", "correct-baseline", ... "instruction-baseline", "response-baseline", "runs2_response", ... "runs3_response", "runs2_error", "runs3_error", "runs2_correct", ... "runs3_correct", "runs1_response"]...
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function RegressEEGVsBeh(timelock, timesToPlot) % function RegressEEGVsBeh(timelock, timesToPlot) % regress each time point and electrode separately against main 3 % behavioural variables % Inputs: % timelock is a string of the epoch name to load e.g. "readyBS" or "sacc" % timesToPlot are the [min max] times to plo...
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MATLAB
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function trialDat = TrialSplit(spkTimes, behav_ts, varargin) % "zeroEvent" is the index for the event on which times are aligned % 1: trial begin 2: nose in center port, 3: tone % 4: nose out of center port, 5: nose in side port % ".spkTimes" is a cell array zeroEvent = 2; preWin = 0; postWin = []; for i = 1:len...
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function [margt,margf,E]=margtfr(tfr,t,f) %MARGTFR Marginals and energy of a time-frequency representation. % [MARGT,MARGF,E]=MARGTFR(TFR,T,F) calculates the time and % frequency marginals and the energy of a time-frequency % representation. % % TFR : time-frequency representation (M,N) % T : vector containing the ...