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MATLAB
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342
function [T, Schur_complement, A] = zef_transfer_matrix(zef, ... A ... , ... B ... , ... ...
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MATLAB
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266
function nse_field = zef_nse_poisson(nse_field,nodes,tetra,domain_labels,mvd_length) %Output: %nse_field.bf_capillaries %nse_field.bp_vessels %nse_field.bf_capillary_node_ind %nse_field.bp_vessel_node_ind %Input: %nse_field.artery_domain_ind %nse_field.capillary_domain_ind %nse_field.total_flow %nse_field.gravity_x %...
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MATLAB
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246
%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function zef = zef_update(zef) if nargin == 0 zef = evalin('base','zef'); end if isfield(zef,'h_zeffiro_window_main') if isvalid(zef.h_zeffiro_window_main) zef.aux_field_1 = zef.h_co...
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MATLAB
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292
clcl files={''}; oris1=[1; 1; 3; 1; 1; 5; 3; 5; 5; 5; 1; 1; 1]; oris2=[2; 2; 4; 2; 2; 6; 4; 6; 6; 6; 2; 2; 2]; numtrials=10; donorm=1; %if =0, analyse the raw beh variables. redundantnumber=4; phzflp=[2; 1]; dobasecorr=0; for fil=1:size(files,1); clearvars -except files fil donorm numtrials oris1 oris2 mouseav...
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MATLAB
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function poly=mask2poly(mask,countourType,sortPointsMethod) %% function poly=mask2poly(mask) % Finds a polygon enclosing the user defind mask of logicals. Kind of a % reverse/complementary of Matlab poly2mask function. % %% Syntax % poly=mask2poly(mask); % poly=mask2poly(mask,countourType); % poly=mask2poly(ma...
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MATLAB
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280
function [objopt,kopt,kvec,maps,gev,label] = cluster_koptimum(obj,varargin) % Calculate optimum number of microstate classes % % Useage % Inputs: % - xpeak: EEG maps, identified via global field potential peaks using the % function gfppeaks. Alternatively, this can be full EEG time series % with op...
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MATLAB
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340
%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface zef_delete_original_surface_meshes; zef_delete_original_field; zef.fieldnames = fieldnames(zef); for zef_i = 1 : length(zef.fieldnames) zef_data.(zef.fieldnames{zef_i}) = zef.(zef.fieldnames{zef...
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MATLAB
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%-------------------------------------------------------------------------------- % ensemble_response_analysis.m % % Copyright (C) 2024 Takuya Isomura % (RIKEN Center for Brain Science) % % 2024-10-28 %-------------------------------------------------------------------------------- function resp = ensemble_response_a...
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MATLAB
11,763
265
%Copyright © 2021- Sampsa Pursiainen & GPU-ToRRe-3D Development Team %See: https://github.com/sampsapursiainen/GPU-Torre-3D parameters; t_0 = 0; current_iterate = 0; if make_video == 1 time_lapse = VideoWriter('wave_1.avi'); time_lapse.FrameRate = 24; open(time_lapse); end n_nodes = size(C,1); n_tetrahe...
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MATLAB
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198
function signal = clean_asr(signal,cutoff,windowlen,stepsize,maxdims,ref_maxbadchannels,ref_tolerances,ref_wndlen,usegpu,useriemannian,maxmem) % Run the ASR method on some high-pass filtered recording. % Signal = clean_asr(Signal,StandardDevCutoff,WindowLength,BlockSize,MaxDimensions,ReferenceMaxBadChannels,RefToleranc...
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MATLAB
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%% MAIN SCRIPT (Aug 2023) % Written and updated by M. Nollet (Jul 2018 - Aug 2023) % Adapted from a script written by R. Winsky-Sommerer (DE_RWS Jan 2013) % % This script computes the time spent in the different vigilance states % (VS) and the EEG power density from raw and scored EEG files, and % requires a...
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MATLAB
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300
set(0,'DefaultFigureWindowStyle','docked'); load_matfile = true; %false; % if load_matfile path="Z:\defazio turbo\data\processed\individual"; %uigetdir("Z:\defazio turbo\data\processed\individual"); files = dir(fullfile(path,'*.mat')); nFiles=length(files); else nFiles=1; end do_plots = false;%t...
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MATLAB
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function [out, raw] = pulso_pca(streamdat, mode, cfg) %% Calculate Pullsogram PCA % out = pulso_pca(streamdat, mode, cfg) % % Required cfg fields: % cfg.eeg_channel % cfg.pulse.onset__sec % cfg.pulse.offset__sec % cfg.pulse.length__ms % cfg.burst.onset__sec % cfg.burst.offset__sec % cfg.burst...
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MATLAB
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294
function [output] = granule_STDP(net_params,sim_params,options) %granule_STDP Generates a population of synapses with a kesten process, multiplicative STDP, and heterosynaptic scaling. % Simulation parameters define simulation time if nargin<2 || isempty(sim_params) sim_params=struct; end if ~isfield(sim_par...
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MATLAB
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function [Path,Xi] = hmmdecode(data,T,hmm,type,residuals,preproc) % % State time course and Viterbi decoding for hmm % The algorithm is run for the whole data set, including those whose class % was fixed. This means that the assignment for those can be different. % % INPUT % data observations, either a struct ...
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MATLAB
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function zef_PlotGMModel parameters = evalin('base','zef.GMM.parameters.Values'); m_size = str2num(parameters{8}); m_width = str2num(parameters{9}); m_sym = parameters{7}; s_length = str2num(parameters{16})^2; plot_ellipsoids = parameters{11}; ellip_trans = str2num(parameters{12}); meta2 = evalin('base','zef.GMM.meta{2...
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MATLAB
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function [GMModel,GMModelDipoles,GMModelAmplitudes,GMModelTimeVariables] = zef_GMModeling h = zef_waitbar(0,1,['Gaussian mixature model.']); GMModelTimeVariables = []; if evalin('base','isfield(zef,''reconstruction_information'')') reconstruction_information = evalin('base','zef.reconstruction_information'); if...
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MATLAB
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function [hmm,XW] = updateW(hmm,Gamma,residuals,XX,XXGXX,Tfactor) K = length(hmm.state); ndim = hmm.train.ndim; if ~isempty(hmm.state(1).W.Mu_W) XW = zeros(size(XX,1),ndim,K); else XW = []; end if nargin<6, Tfactor = 1; end reweight = 0; % compensate for classes that have fewer instances? if isfield(hmm.tra...
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MATLAB
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221
classdef RegularizerL2_Len < nnet.internal.cnn.regularizer.Regularizer % RegularizerL2 Abstract class for representing L2 regularization. % =============================================== % dir = C:\Program Files\MATLAB\R2019a\toolbox\nnet\cnn\+nnet\+internal\+cnn\+regularizer % ==================...
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MATLAB
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221
classdef RegularizerL2_Len < nnet.internal.cnn.regularizer.Regularizer % RegularizerL2 Abstract class for representing L2 regularization. % =============================================== % dir = C:\Program Files\MATLAB\R2019b\toolbox\nnet\cnn\+nnet\+internal\+cnn\+regularizer % ==================...
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MATLAB
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248
%% initialize clear; clc; currentPath = pwd; cd ../temp load('tempFileForAnalysis.mat'); cd(pathBIDS); cd derivatives pathDeriv = pwd; cd(pathDeriv); cd('spm-preproc'); % For saving preprocessed file from SPM pathPrepFile = pwd; prepSubjFolders = dir('sub*'); cd(pathDeriv); cd('behavior'); pathBehav = pwd; load('be...
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MATLAB
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%% Nat Comms Ictogenesis Figure 2 clear load('20230127_PooledData.mat'); EXP5HZ = "B30_P5F5_"; EXP10HZ = "B30_P5F10_"; EXP20HZ = "B30_P5F20_"; sz = struct(); sz.stim5Hz = startsWith(sztable.ExpProtocol, EXP5HZ); sz.stim10Hz = startsWith(sztable.ExpProtocol, EXP10HZ); sz.stim20Hz = startsWith...
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MATLAB
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327
function [cv_acc,acc,genplot,model] = standard_decoding(X,Y,T,options,binsize) % Compute cross-validated (CV) accuracies from a "decoding" model trained % at each time point (or window, see below) in the trial % The reported statistic is either the cross-validated explained variance from % regressing X on the stimul...
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MATLAB
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247
function bsliang_TMS_main(is_getshamrepvals) tic % is_getshamrepvals=0; % 1- delete values in sham with slope<0, PSE<1 or PSE>5, and extract % exp(mean-2sd) as values to replace the deleted values (only for TMS conditions) % 0- directly start fitting if ~is_getshamrepvals load(['.....
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MATLAB
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function [x, cutvalue, cutvalue_upperbound, Y] = maxcut(L, r) % Algorithm to (try to) compute a maximum cut of a graph, via SDP approach. % % function x = maxcut(L) % function [x, cutvalue, cutvalue_upperbound, Y] = maxcut(L, r) % % L is the Laplacian matrix describing the graph to cut. The Laplacian of a % graph is L...
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MATLAB
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350
%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function [z] = ramus_sampling_process(void) h = zef_waitbar(0,1,['RAMUS Sampler.']); [s_ind_1] = unique(evalin('base','zef.source_interpolation_ind{1}')); n_interp = length(s_ind_1); beta = evalin('b...
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MATLAB
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function zef = zef_nse_iteration(zef) [zef.nse_field.nodes, zef.nse_field.tetra] = zef_get_submesh(zef.nodes,zef.tetra,zef.active_compartment_ind); b_node_ind = zef_surface_mesh(zef.nse_field.tetra); b_node_ind = unique(b_node_ind); signal_pulse.dir = zeros(size(zef.inv_synth_source,1),3); flux_val = 7.5e-4/60; flu...
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MATLAB
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305
if zef.mesh_smoothing_on length_waitbar = 4+length(priority_vec); sensors = zef.sensors; smoothing_param = zef.smoothing_strength; smoothing_steps_surf = zef.smoothing_steps_surf; if length(smoothing_steps_surf) == 1 smoothing_steps_surf = repmat([ 0 smoothing_steps_surf],1,zef.mesh_smoo...
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MATLAB
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252
function [y_ES, ES_optimized_current_density, residual, flag_val, source_magnitude, source_position_index, source_directions] = zef_ES_optimize_current(zef_data, varargin) %% varargin if nargin >= 2 alpha = varargin{1}; end if nargin >= 3 eps_val = varargin{2}; end %% Source properties source_position_index = zeros(siz...
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MATLAB
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close all clear; clc; tic; %% histogram of the distances of the vessels found in the image % read the image im = imread('veins1.tif'); % flip the image horizontally % Convert to a binary image bw = imbinarize(im); % Sum up all the pixel values total_sum = sum(bw(:)); % Display the result disp(total_sum...
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MATLAB
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if ismember(refinement_flag, [1, 3]) tetra_aux = tetra; end if eval('zef.refinement_on') if refinement_flag == 1 surface_refinement_on = eval('zef.refinement_surface_on'); elseif refinement_flag == 2 surface_refinement_on = eval('zef.refinement_surface_on_2'); % elseif refineme...
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MATLAB
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function pout=binotest(s,n,p,Sided) %function pout=myBinomTest(s,n,p,Sided) % % Performs a binomial test of the number of successes given a total number % of outcomes and a probability of success. Can be one or two-sided. % % Inputs: % s- (Scalar or Array) The observed numebr of successful outcomes % ...
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MATLAB
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function pout=myBinomTest(s,n,p,Sided) %function pout=myBinomTest(s,n,p,Sided) % % Performs a binomial test of the number of successes given a total number % of outcomes and a probability of success. Can be one or two-sided. % % Inputs: % s- (Scalar or Array) The observed numebr of successful outcomes % ...
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MATLAB
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%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function zef = zef_process_meshes(zef,varargin) explode_param = 1; if nargin == 0 zef = evalin('base','zef'); end reuna_p_inf = []; output_mode = 'compact'; if not(isempty(varargin)) explo...
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MATLAB
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381
%function structEP = RunDriftingGratings %% suppress m-lint warnings %#ok<*MCCD,*NASGU,*ASGLU,*CTCH> clearvars -except sStimPresets sExpMeta sStimParamsSettings; %% define variables fprintf('Starting %s [%s]\n',mfilename,getTime); intStimSet = 1;% 1=0:15:359, reps20; 2=[0 5 90 95], reps 400 with noise boolUseSGL = tr...
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MATLAB
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function [hmm,info] = hmmsinitg(Xin,T,options,GammaInit) % Initialisation before stochastic HMM variational inference, when Gamma % is provided % % INPUTS % Xin: cell with strings referring to the files containing each subject's data, % or cell with with matrices (time points x channels) with each % subject...
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MATLAB
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function [Gamma,Gammasum,Xi,LL,B] = hsinference(data,T,hmm,residuals,options,XX) % % inference engine for HMMs. % % INPUT % % data Observations - a struct with X (time series) and C (classes) % T Number of time points for each time series % hmm hmm data structure % residuals in case we train on resid...
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MATLAB
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function ET_main(varargin) %% ET_main %get globals global sEyeFig; global sET; cellText = {}; %retrieve variables if isfield(sET,'objVid') objVid = sET.objVid; else return; end %% prepare: set parameters %set initial dummy values intTempAvg = -1; %number of frames to average over; higher values limi...
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MATLAB
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%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function zef = zef_create_fem_mesh(zef) if nargin == 0 zef = evalin('base','zef'); end zef_segmentation_counter_step; x_lim = [0 0]; y_lim = [0 0]; z_lim = [0 0]; n_compartments = 0; for k = 1 :...
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MATLAB
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486
%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface % %zef_lead_field_matrix is a function for creating a lead field matrix. function zef = zef_lead_field_matrix(zef) if nargin == 0 zef = evalin('base','zef'); end zef.brain_ind = zef_find_active_c...
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MATLAB
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function [GMModel,GMModelDipoles,GMModelAmplitudes,GMModelTimeVariables] = zef_AdvGMModeling h = waitbar(0,['Gaussian mixature model.']); GMModelTimeVariables = []; if evalin('base','isfield(zef,''reconstruction_information'')') reconstruction_information = evalin('base','zef.reconstruction_information'); if is...
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MATLAB
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clcl rednumber=0; %redundant to analyse. if 0, use all. for fig, i used 0 lag=10; %lag of phase computelagfromtheta=0; %compute the lag based on peak freq t1=400; t2=799; t3=800; t4=1100;%times of analysis% for fileload=1; files1={};% files2={};%; two_obvs_per_mouse=1; end %find peak for calcpeakfreq...
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MATLAB
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examples.studies.decision_making.zef_parameters_focal_epilepsy; zef_start_dataBank; %EEG zef.L = zef.dataBank.tree.node_1_1.data.L; zef.source_positions = zef.dataBank.tree.node_1_1.data.source_positions; zef.sensors = zef.dataBank.tree.node_1_1.data.sensors; zef.imaging_method = zef.dataBank.tree.node_1_1.data.imag...
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MATLAB
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function [z_vec,time_series] = UKF_estimate_NMM_parameters(self,L) % This function detect the sources that causes "number_of_corrclusters" % different spike activities obtained during the time interval. % Additionally, the function estimates the time evolution of each of the % spikes using Jensen-Rit neural mass ...
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MATLAB
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function CVerr = cvglmnet(x,y,family,options,type,nfolds,foldid,parallel,keep,grouped) %-------------------------------------------------------------------------- % cvglmnet.m: cross-validation for glmnet %-------------------------------------------------------------------------- % % DESCRIPTION: % Does k-fold cros...
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MATLAB
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function displaytable(data, colheadings, wid, fms, rowheadings, fid, colsep, rowending) % Prints formatted matrix of numerical data with headings % % Syntax % % displaytable(data, colheadings, wid, fms, rowheadings, fid, colsep, rowending) % % Input % % data: a matrix or cell array, containing the data to ...
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MATLAB
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function fit = hmmspectramar(data,T,hmm,Gamma,options) % Get spectral estimates from MAR model % If 'hmm' is specified, it will interrogate its MAR parameters % If not, will recompute the MAR using maximum likelihood % % INPUT % X time series (can be [] if MLestimation = 0) % T Number of time po...
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MATLAB
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% autothreshold! % read array from file %loc = "C:\Users\defazio\Documents\data\processed\individual\20250925_233.mat"; %load(loc) % choose a file or 0 for all files in directory path=uigetdir("Z:\defazio turbo\data\processed\individual"); %path="C:\Users\defazio\Documents\data\processed\individual"; if ismac() p...
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MATLAB
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#import <Foundation/Foundation.h> #import <Cocoa/Cocoa.h> #import <objc/runtime.h> struct KeyEquivalent { bool valid; bool ctrl, opt, cmd, shift; int key; }; const static int MenuBegin = 1; static NSInteger s_currTag = MenuBegin; static NSInteger s_selectedTag = -1; @interface MenuItemHandler : NSObject ...
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MATLAB
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%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function [z,rec_source] = zef_ias_iteration_roi(zef) h = zef_waitbar(0,1,['IAS MAP iteration.']); [s_ind_1] = unique(eval('zef.source_interpolation_ind{1}')); s_ind_0 = s_ind_1; n_interp = length(s_in...
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MATLAB
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function detection = wendt_spindle_detection(C3,O1,fs) % WENDT_SS_DETECT Detect sleep spindles using the Wendt algorithm. % S. Wendt et al. "Validation of a Novel Automatic Sleep Spindle Detector % with High Performance During Sleep in Middle Age Subjects", Conf Proc % IEEE Eng Med Biol Soc. 2012, pp 4250-4253 % % The...
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MATLAB
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classdef zef_mesh_tool_app_exported < matlab.apps.AppBase % Properties that correspond to app components properties (Access = public) h_mesh_tool matlab.ui.Figure h_forward_simulation_update_from_profile matlab.ui.control.Button h_forward_simulation_script matlab.ui...
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MATLAB
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% TD custard % quick version function custardOutput = TDcustard2 (n, signal, sigthresh, minAmp, minWidth, tXrise, noFig, detailFlag, silent ) % n, number of points to test for a change % signal, 1xnpnts % sigthresh, significance to call an up % minAmp, to be a peak the relative amplitude needs to exceed this %detailFla...
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MATLAB
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%Copyright © 2018- Sampsa Pursiainen & ZI Development Team %See: https://github.com/sampsapursiainen/zeffiro_interface function [time_series] = zef_parcellation_time_series(zef) if nargin == 0 zef = evalin('base','zef'); end if isempty(zef) zef = evalin('base','zef'); end length_reconstruction_cell = 1; num...
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function Fun_SpectralAnalysis(Path, Subject, NumberOfFilesPerSubject,... FileNamesForSubjects, NumberOfEpochs, NumberOfSpectrumValues,... Spectra, Scorings, Frequencies, DeltaThetaLimits,... NumOfScoringsForSpectra, ScoringMappingForSpectra) %% Written and updated by M. Nollet (Aug 2023) % ...
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function [x, cost, info, options] = barzilaiborwein(problem, x, options) % Riemannian Barzilai-Borwein solver with non-monotone line-search. % % function [x, cost, info, options] = barzilaiborwein(problem) % function [x, cost, info, options] = barzilaiborwein(problem, x0) % function [x, cost, info, options] = barzilaib...
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% function forLegend = bplot(X,varargin) % This function will create a nice boxplot from a set of data. You don't % need any toolboxes. % % bplot(D) will create a boxplot of data D, no fuss. % % T = bplot(D) If X is a matrix, there is one box per column; if X is a % vector, there is just one box. O...
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classdef (HandleCompatible) CommonInverseParameters < dynamicprops % % CommonInverseParameters % % This class holds onto inverse parameters common to all inverse methods. % properties % % low_cut_frequency % % Highpass passband edge frequency (Hz) used for the ...
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function [hmm,info] = hmmsinit(Xin,T,options) % Initialisation before stochastic HMM variational inference % % INPUTS % Xin: cell with strings referring to the files containing each subject's data, % or cell with with matrices (time points x channels) with each % subject's data % T: cell of vectors, where ...
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function fcn_hcp_meg_process_emptyroom(hcp_dir, subjList, badChannels, reports_dir) % hcp_meg_process: Script to process empty-room MEG data from Human % Connectime Project % % Modified from Brainstorm online tutorials: % https://neuroimage.usc.edu/brainstorm/Tutorials/HCP-MEG % % Inputs: % hcp_dir: Directory w...
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function [connection_w0, connection_w0_len, ... connection_long_range_hidden1, connection_long_range_len,num_LRC,num_SRC,... connection_w1, connection_w1_len] = fun_generate_conn_conv_rewireLRC_SRC_LSp(input_cell_num,hidden_cell_num,output_cell_num,... ...
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classdef Trainer2 < handle % Trainer Class for training a network % ================================================= % dir = C:\Program Files\MATLAB\R2019b\toolbox\nnet\cnn\+nnet\+internal\+cnn % ================================================= % Copyright 2015-2018 The MathWorks, Inc. ...
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classdef Trainer2 < handle % Trainer Class for training a network % ================================================= % dir = C:\Program Files\MATLAB\R2019a\toolbox\nnet\cnn\+nnet\+internal\+cnn % ================================================= % Copyright 2015-2018 The MathWorks, Inc. ...
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%function structEP = RunDriftingGratings %% suppress m-lint warnings %#ok<*MCCD,*NASGU,*ASGLU,*CTCH> clearvars -except sStimPresets sExpMeta sStimParamsSettings; %% define variables [intPresetsCreated,cellExperiments] = assertPresets(); fprintf('Starting %s [%s]\n',mfilename,getTime); intStimSet = 1;% 1=0:15:359, rep...
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MATLAB
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function zef_ES_plot_current_pattern(varargin) switch nargin case {0,1} if nargin == 0 zef = evalin('base','zef'); warning('ZI: No zef were called as an input argument.') else zef = varargin{1}; end [sr, sc] = zef_ES_objective_function(zef); ...
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MATLAB
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function M = fixedrankembeddedfactory(m, n, k) % Manifold struct to optimize fixed-rank matrices w/ an embedded geometry. % % function M = fixedrankembeddedfactory(m, n, k) % % Manifold of m-by-n real matrices of fixed rank k. This follows the % embedded geometry described in Bart Vandereycken's 2013 paper: % "Low-rank...
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MATLAB
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%-------------------------------------------------------------------------------- % fig3.m % % Copyright (C) 2025 Takuya Isomura % (RIKEN Center for Brain Science) % % 2025-06-18 %-------------------------------------------------------------------------------- % initialization clear tic Tinit = 20; ...
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MATLAB
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%% Nat Comms Ictogenesis Figure S4 clear load('20230127_PooledData.mat'); % Set up binning ranges ephistbins = 1:15; ephistedges = (1:16) - 0.5; rshistbins = 0:7; rshistedges = ([0:7, 9]) - 0.5; EXP5HZ = "B30_P5F5_"; EXP10HZ = "B30_P5F10_"; EXP20HZ = "B30_P5F20_"; sz = struct(); sz.stim...
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MATLAB
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function [control_infor, time_infor] = func_desired_traj(traj_type, bridge_type, time_infor, control_infor, properties, dt, plot_movie, traj_frequency) plot_figures_inside = 0; val_length=time_infor.val_length; train_length=time_infor.train_length; % Get the two-arms property [m1, m2, l1, l2, lc1, lc2, I1, I2...
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MATLAB
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function [predictedY,stats] = predictPhenotype (Yin,Din,options,varargin) % % Kernel ridge regression or nearest-neighbour estimation using % a distance matrix using (stratified) LOO and permutation testing % % INPUT % Yin (no. subjects by 1) vector of phenotypic values to predict, % which can be contin...
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MATLAB
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function zef = zef_mne_tool_window(zef) h1 = figure(... 'PaperUnits',get(0,'defaultfigurePaperUnits'),... 'Units','normalized',... 'Position',[0.432638888888889 0.572222222222222 0.244444444444444 0.453333333333333],... 'Visible',get(0,'defaultfigureVisible'),... 'Color',get(0,'defaultfigureColor')...
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MATLAB
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function [X,Y,T,options,A,R2_pca,pca_opt,features] = preproc4hmm(X,Y,T,options) % Prepare data to run TUDA % 1. check parameters, including the type of classifier (regression is default) % 2. Format X and Y accordingly to the classifier % 3. Sets up state to be sequential , if asked % 4. Preprocesses the data, includin...
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MATLAB
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%% Copyright © 2025- Joonas Lahtinen function [MethodClassObj] = ClassGMModeling(MethodClassObj,reconstruction,zef,args) arguments MethodClassObj (1,1) inverse.CommonInverseParameters reconstruction (:,:) {mustBeA(reconstruction,["double","gpuArray","cell"])} zef (:,:) struct args.number_of_clusters (1,...
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MATLAB
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clcl lag=10; %lag of phase freq1a=3; freq2a=15; %%theta bounds;freq1a=3; freq2a=15;% %beta bounds; calcpeakfreq=1; %if computing peak frequency for each mouse separately freq3=40; freq4=60; %gamma bounds (actual, divided by 2. so 25 is really 50). 40 and 60 t1=400; t2=799; t3=800; t4=1100;%100 pre to 100 post for fil...
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MATLAB
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function zef = zef_mcmc_window(zef) h1 = figure(... 'PaperUnits',get(0,'defaultfigurePaperUnits'),... 'Units','normalized',... 'Position',[0.432638888888889 0.52 0.241666666666667 0.505555555555556],... 'Visible',get(0,'defaultfigureVisible'),... 'Color',get(0,'defaultfigureColor'),... 'Integer...
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MATLAB
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function zef = zef_sl1_map_estimation_window(zef) h1 = figure(... 'PaperUnits',get(0,'defaultfigurePaperUnits'),... 'Units','normalized',... 'Position',[0.432638888888889 0.52 0.241666666666667 0.505555555555556],... 'Visible',get(0,'defaultfigureVisible'),... 'Color',get(0,'defaultfigureColor'),....
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MATLAB
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function zef = ias_map_estimation_window(zef) h1 = figure(... 'PaperUnits',get(0,'defaultfigurePaperUnits'),... 'Units','normalized',... 'Position',[0.432638888888889 0.52 0.241666666666667 0.505555555555556],... 'Visible',get(0,'defaultfigureVisible'),... 'Color',get(0,'defaultfigureColor'),... ...
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MATLAB
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function [EEG,HP,BUR] = clean_artifacts(EEG,varargin) % All-in-one function for artifact removal, including ASR. % [EEG,HP,BUR] = clean_artifacts(EEG, Options...) % % This function removes flatline channels, low-frequency drifts, noisy channels, short-time bursts % and incompletely repaird segments from the data. ...
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MATLAB
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function sPupil = getEyeTrackingOffline(sFile,strTempDir) %getEyeTrackingOffline Run offline pupil detection % sPupil = getEyeTrackingOffline(sFile,strTempDir) %% retrieve paths and copy required files %placeholder sPupil = struct; %temp if ~strcmp(strTempDir(end),filesep) strTempDir(end+1) = filesep; end...
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MATLAB
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function CBH = cbfreeze(varargin) %CBFREEZE Freezes the colormap of a colorbar. % % SYNTAX: % cbfreeze % cbfreeze off % cbfreeze(CMAP) % Freezes it with this colormap! % cbfreeze(CMAP,'off') % cbfreeze(H,...) % CBH = cbfreeze(...); % % INPUTS: % C...
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MATLAB
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function ETC_genEpochPanel(ptrMainGUI,vecLocation) %% get globals global sETC; global sFigETC; %% make panel ptrPanelEpoch = uipanel('Parent',ptrMainGUI); vecColor = get(ptrMainGUI,'Color'); set(ptrPanelEpoch,'Position',vecLocation,'BackgroundColor',vecColor,'Title','Epoch Annotation','FontSize',10); ptrPan...
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MATLAB
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function [hmm, residuals, W0] = obsinit (data,T,hmm,Gamma) % % Initialise observation model in HMM % % INPUT % data observations - a struct with X (time series) and C (classes) % T length of series % Gamma p(state given X) % hmm hmm data structure % % OUTPUT % hmm estima...
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MATLAB
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function outTree = zef_simulate_jr_tree(treeStruct, gd) %ZEF_SIMULATE_JR_TREE Delay-free JR network simulation with looped passes. % % ODE45 version (single-file, no external dependencies). % % New-name version (NO legacy aliases): % gd.blockDuration_s, gd.samplingRate_Hz, gd.gaussianNoiseStd, gd.numFeedbackLoops, .....
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MATLAB
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function [obj,additionalout] = cluster_estimatemaps(obj,k,varargin) % Cluster to calculate a specified number of microstate maps options = microstate.functions.make_options(varargin) ; % default options defaults = {'clustermethod','kmeans'; % kmeans, aahc, pca, ica, hmm 'kmeans_...
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MATLAB
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close all clear; clc; %% histogram of the distances of the vessels found in the image % read the image im = imread('veins1.tif'); % flip the image horizontally % Convert to a binary image bw = imbinarize(im); % Sum up all the pixel values total_sum = sum(bw(:)); % Display the result disp(total_sum); ...
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MATLAB
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%% Notes % 2023/02/11 MVPA for Motor representations in motor adaptation %% Initialize clear; clc; currentPath = pwd; %% Whether MRI or not isMRI = true; %% open window % Check if Psychtoolbox is properly installed: AssertOpenGL; % to avoid sinc problem Screen('Preference', 'SkipSyncTests', 1); % Open up a windo...
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function process_files(suffix) addpath(genpath('/home/mfromano/spm/spm12/')); BASE_DIR = ['/data2/MRI_PET_DATA/processed_images_final' suffix filesep]; MRI_folder_new = [BASE_DIR 'ADNI_MRI_nii_recenter' suffix filesep]; fnames = dir(MRI_folder_new); fnames = {fnames.name}; rids = arrayfun(@(x) regexp(x,'^([0-9]{4}).*\...
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MATLAB
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function [x, cost, info, options] = arc(problem, x, options) % Adaptive regularization by cubics (ARC) minimization algorithm for Manopt % % function [x, cost, info, options] = arc(problem) % function [x, cost, info, options] = arc(problem, x0) % function [x, cost, info, options] = arc(problem, x0, options) % function ...
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MATLAB
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function [acc,acc_star,Ypred,Ypred_star,Gammapred,acc_Gamma] = tudacv(X,Y,T,options) % % Performs cross-validation of the TUDA model, which can be useful for % example to compare different number or states or other parameters % (the words decoder and state are used below indistinctly) % % INPUT % % X: Brain data, (time...
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MATLAB
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function [cleanEEG] = removeArtifactsOnlineWavessobi( EEGdata, Fs, chanLocs, useAcc ) % % removeArtifactsOnlineWaves % % Attempt online artifact removal. % First perform hard threhsolding to reject very high amplitude % channels. Then re-reference, calculate wavelet coefficients, % ...
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MATLAB
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%Copyright © 2021- Sampsa Pursiainen & GPU-ToRRe-3D Development Team %See: https://github.com/sampsapursiainen/GPU-Torre-3D function [nodes,tetra,domain_labels_aux,distance_vec,tetra_interp_vec] = zef_mesh_refinement(zef,nodes,tetra,domain_labels_aux,distance_vec, varargin) if isempty(zef) zef = evalin('base',zef)...
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MATLAB
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function [x, cost, info, options] = conjugategradient(problem, x, options) % Conjugate gradient minimization algorithm for Manopt. % % function [x, cost, info, options] = conjugategradient(problem) % function [x, cost, info, options] = conjugategradient(problem, x0) % function [x, cost, info, options] = conjugategradie...
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MATLAB
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function [sFigETO,sETO] = ETO_genGUI(varargin) %ETO_genGUI Main function for offline eye tracker % [sFigETO,sETO] = ETO_genGUI(sFigETO,sETO) % %Workflow: %compile list of all video files in subfolders of master path %list names & parameters from meta file %list whether preprocessed %select which to process %...
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MATLAB
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function result = glmnetPredict(object, newx, s, type, exact, offset) %-------------------------------------------------------------------------- % glmnetPredict.m: make predictions from a "glmnet" object. %-------------------------------------------------------------------------- % % DESCRIPTION: % Similar to othe...
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MATLAB
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function plot(obj,param,varargin) % Visualise properties of the data and microstates if nargin == 1 param = 'data' ; end % Get axis idx = find(strcmpi(varargin,'ax')) ; if isempty(idx) ax = gca ; else ax = varargin{idx+1} ; end % ensure...
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MATLAB
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function fit = hmmspectramt(data,T,Gamma,options) % % Computes nonparametric (multitaper) power, coherence, phase and PDC, with intervals of % confidence. Also obtains mean and standard deviation of the phases. % PDC is approximated: From MT cross-spectral density, it obtains the transfer-function % using the Wilson-Bu...
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% Imports EEG dataset, preprocesses it, and extracts brain features % % Cristina Gil, TUM, cristina.gil@tum.de, 25.07.2022 clear all; close all; rng('default'); % For reproducibility - See discussion in https://sccn.ucsd.edu/pipermail/eeglablist/2022/016932.html % Define the parameters params = define_para...
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function zef = zeffiro_interface(args) % % zeffiro_interface % % This fuction starts Zeffiro Interface. It can be run with a variable number % of key–value arguments, which can be called as a list of name-value pairs as % follows: % % zef = zeffiro_interface("name_1", value_1, "name_2", value_2, …); % % Matlab vers...
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function M = fixedrankfactory_tucker_preconditioned(tensor_size, tensor_rank) % Manifold of fixed multilinear rank tensors in Tucker format. % % function M = fixedrankfactory_tucker_preconditioned(tensor_size, tensor_rank) % % n1 = tensor_size(1); % n2 = tensor_size(2); % n3 = tensor_size(3); % r1 = tensor_rank(1); % r...
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function [cleanEEG] = FORCe( EEGdata, Fs, chanLocs, useAcc ) % % FORCe % % Fully automated and Online artifact Removal for brain-Computer % interfacing. % % First perform hard threhsolding to reject very high amplitude % channels. Then re-reference, calculate wavelet coeffici...