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MATLAB
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160
function [communities_reshaped,temporal_activation_sequence,dwell_time_total,dwell_time_average,instantaneous_correlation_tensor,community_modularity,transition_cost] = get_communities_louvain(connectivity_subsampled,connectivity_complete,community_iterations) % Extracts the main meta-states from the connectivity tens...
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MATLAB
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function [ subject ] = nmri_load_subject_most_advanced( subject, params ) %[ subject ] = nmri_load_subject_most_advanced( subject ) % Will load the most advanced subject struct based on step-hirarchy % check if subject struct is okay if ~isfield(subject,'id') || ~isfield(subject,'exam_id') || ~isfield(subject,'analy...
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MATLAB
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function val = niftiGet(ni,param,varargin) % % Get a value from a nifti structure % % val = niftiGet(nii,param,varargin) % % USAGE % val = niftiGet(nii,'Data'); % % INPUTS % Nifti struct - The structure read in by niftiRead % param - String parameter specifying the value to retrieve % % RETURNS % Value (or values...
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MATLAB
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function [MRSCont] = osp_LoadTwix(MRSCont) %% [MRSCont] = osp_LoadTwix(MRSCont) % This function reads raw (un-combined) data from Siemens TWIX files. % % USAGE: % [MRSCont] = osp_LoadTwix(MRSCont); % % INPUTS: % MRSCont = Osprey MRS data container. % % OUTPUTS: % MRSCont = Osprey MRS d...
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MATLAB
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% fit_makeMMBasis.m % Georg Oeltzschner, Johns Hopkins University 2019. % % USAGE: % [BASIS] = fit_makeBasis(folder, addMMFlag, sequence, editTarget) % % DESCRIPTION: % Generates a basis set in FID-A structure. The code will search all *.mat % files in the input folder for FID-A structures with simulated spectra. It %...
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MATLAB
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function [S, Serr, per, tau, exctn, lambda] = ARFIT_armode(A, C, th) %ARMODE Eigendecomposition of AR model. % % [S,Serr,per,tau,exctn]=ARMODE(A,C,th) computes the % eigendecomposition of an AR(p) model that has been fitted using % ARFIT. The input arguments of ARMODE are output of ARFIT. % % The columns of the out...
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MATLAB
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function M = multinomialdoublystochasticfactory(n) % Manifold of n-by-n doubly-stochastic matrices with positive entries. % % function M = multinomialdoublystochasticfactory(n) % % M is a Manopt manifold structure to optimize over the set of n-by-n % matrices with (strictly) positive entries and such that the entries o...
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MATLAB
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function [subtypes,Connections]=graphical_model_train(N, P, dHausdorff, alpha, unpairedC, thd1, thd2, thdm, K, gamma, iters) %% % graphical model training % % Inputs: % N: total number of training data % alpha: weights between spatial and temporal penalty % unpairedC: unpaired cost for the patch matching algori...
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MATLAB
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function M = elliptopefactory(n, k) % Manifold of n-by-n psd matrices of rank k with unit diagonal elements. % % function M = elliptopefactory(n, k) % % A point X on the manifold is parameterized as YY^T where Y is a matrix of % size nxk. As such, X is symmetric, positive semidefinite. We restrict to % full-rank Y's, s...
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MATLAB
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function [np_info] = np_readfileinfo (filename, option) % % function [np_info] = np_readfileinfo (filename, option) % % Purpose: % % np_readfileinfo reads out header information from a NEURO PRAX % data file (*.EEG). % % Syntax: % % [np_info] = np_readfileinfo(filename); % [np_info] = np_readfileinfo(filename,'NO_...
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MATLAB
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function [NdCartDiv, PopNumNC] = NodeCartography(Z, PC, lagval, e, FN, Params, figFolder, oneFigureHandle) % This also makes a plot % node cartography % see Guimera and Amaral, 2005 % 'Functional cartography of complex metabolic networks' % author RCFeord 2020 % Updated by Tim Sit % % Parameters % -------...
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MATLAB
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% RSFIT - find p value for a given value in a given distribution % using Ramberg-Schmeiser distribution % % Usage: >> p = rsfit(x, val) % >> [p c l chi2] = rsfit(x, val, plot) % % Input: % x - [float array] accumulation values % val - [float] value to test % plot - [0|1|2] plot fit. Using 2...
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MATLAB
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%{ preprocess.PrepareGalvoMotion (imported) # motion correction for galvo scans -> preprocess.PrepareGalvo -> preprocess.Slice --- -> preprocess.Channel template : longblob # stack that was used as alignment template motion_xy : longblob # (...
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MATLAB
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function [traj, infStates] = tapas_hhmm(r, p, varargin) % Estimates a hierarchical hidden Markov model (HHMM) % % This function can be called in two ways: % % (1) hhmm(r, p) % % where r is the structure generated by fitModel and p is the parameter vector in native space; % % (2) hhmm(r, ptrans, 'trans') % % ...
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MATLAB
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function [varargout] = fMRIDataPreparation(betaCorrespondence, userOptions) % % fMRIDataPreparation is a function designed to take fMRI data and load it into % the correct format for the rest of the toolbox to use. % % [fullBrainVols =] fMRIDataPreparation(betaCorrespondence, userOptions) % % betaCorrespondence -...
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MATLAB
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function nmfResults = calNMF(activityMatrix, fs, downsamplefreq, duration_s, ... minSpikeCount, includeRandomMatrix, includeNMFcomponents, verboseLevel, suite2pMode) % calNMF calculates metrics related to non-negative matrix factorisation (NNMF) of % the spike matrix % % Parameters % ---------- % % activityMatrix ...
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MATLAB
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function [realRs, bootstrapEs, pairwisePs, bootstrapRs] = bootstrapRDMs(bootstrappableReferenceRDMs, candRDMs, userOptions) % [realRs bootstrapEs pairwisePs bootstrapRs] = ... % bootstrapRDMs(bootstrappableReferenceRDMs, ... % candRDMs, ... % ...
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MATLAB
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function out = osp_plotSegment(MRSCont, kk, VoxelIndex) %% out = osp_plotSegment(MRSCont, kk, VoxelIndex) % Creates a figure showing output from the segemntation routine % stored in an Osprey data container % % USAGE: % out = osp_plotSegment(MRSCont, kk, VoxelIndex) % % OUTPUTS: % out = MATLAB f...
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MATLAB
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%-------------------------------------------------------------------------- % writeCentroidsFiles.m script is used write centroid files for elastix and % visualization % %% Developed and maintained by Kannan Umadevi Venkataraju <kannanuv@cshl.edu> %% do not distribute without permission. % % Usage % writeCentroidsFile...
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MATLAB
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function create_volume_meshes(input_img, maxvoxelvolume, input_coordsys, ... output_coordsys) % % Input: input_img <string> fullpath to folder, where the results of % mysegment.m are stored % maxvoxelvolume <float> desired maximal volum...
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MATLAB
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clear all close all clc nFiles = 16; rsa_tool_path = 'rsatoolbox'; output_dir = 'subSpaceGener_9PCs'; slName = 'L100_projMat'; base = 'C:\Users\User\Documents\fMRI_EXP\'; spm_path = "C:\Users\User\Documents\spm12"; output_path = fullfile(base, 'group_level_stats', output_dir, 'fsl_normalization'); data_path = fullfi...
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MATLAB
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function [err] = FigPrint (Opt, colopt) % % mode 1: % [err] = FigPrint ([Opt]) % mode 2: % [err] = FigPrint (h, [col]) %Purpose: % Prints the figure, or save to a file % Printing only works if you add the printer setup on your machine % in this file. I recommend you make your own copy of this function % ...
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MATLAB
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function [c, r, t, cpulse, acq_codes, verbose, gsr] = tapas_physio_read_physlogfiles_adinstruments_txt(... log_files, cardiac_modality, verbose, varargin) % Reads in 4-column txt-export from ADInstruments/LabChart data % (e.g., channels titled O2 CO2 Pulse Respiration Volume trigger % trans_force) % % [c, r, t, cp...
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MATLAB
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function data = significant_events3(data, bins, varargin) % Master function to handle dataset, distribute recording traces and store % the generated masks for transients. args = struct('nsigma',[3,4,5],'mindur',.2,'maxdur',1,'cutoff',0.05,... 'GaussFiltFreq',0,'framerate','default'); % Dur: time in ...
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MATLAB
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function [MRSCont] = osp_AverageAllDatasetsAlongExtra(MRSCont) %% [MRSCont] = osp_AverageAllDatasetsAlongExtra(MRSCont) % This function averages all files of the MRSContainer along the extra % dimension. This can be useful to combine several acquisitons from the % same voxel. SNR and linewidth will be recalculate...
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MATLAB
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function [WT, Lat] = Figure1(datadir, codedir) %Figure1 - Wait time and trial initiation time were modulated by the value % of the environment % datadir = directory of dataset % codedir = director of code %% Set up paths s = pathsep; pathStr = [s, path, s]; onPath = contains(pathStr,... codedir, 'IgnoreCase'...
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MATLAB
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% This script reports all relevant F-contrast-maps for physIO-created regressors % for the specified subjects % Author: Lars Kasper % Created: 2014-01-21 % Copyright (C) 2014 TNU, Institute for Biomedical Engineering, University of Zurich and ETH Zurich. % % This file is part of the TNU CheckPhysRETROICOR toolbox, whi...
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MATLAB
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%% fitglm_pairwise_network.m clear; close all; clc; warning('off'); scriptName = mfilename; %% Ensure workers can see current code path (parfor safety) p = gcp('nocreate'); if isempty(p); p = parpool; end % Replicate current path on workers pctRunOnAll addpath(genpath(pwd)); %% ---- Inputs (same dialog as before) pat...
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MATLAB
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% smoothAnatGUI - (use with rf simulation GUI) interpolates RF responses from visual coordinates to given anatomical coordinates % also smooths responses if they are provided in grid format % % Usage - [allRandRespsAnat,allRandRespsAnatSmoothed,mmScaleIdxs] = smoothAnatGUI(respMat,rfParams,anatSampling...
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MATLAB
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function [d,s,linkage] = FunctionalClustering(spikes,varargin) %FunctionalClustering - Determine spike train similarity tree using FCA analysis. % % Determine which spike trains are most similar in a neuronal population. This % uses the Functional Clustering Algorithm (FCA) of Feldt et al. (2009). % % For each pair of...
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MATLAB
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function [newnode,newelem,newelem0]=surfboolean(node,elem,varargin) % % [newnode,newelem,newelem0]=surfboolean(node1,elem1,op2,node2,elem2,op3,node3,elem3,...) % % merge two or more triangular meshes and resolve intersecting elements % % author: Qianqian Fang <fangq at nmr.mgh.harvard.edu> % % input: % node: node...
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MATLAB
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function plotNodeHeatmap(FN, Ephys, channels, maxVal, Params, coords, ... metricVarName, metricLabel, cmap, useLogScale, figFolder, figName, oneFigureHandle, subsetChannelName, stimInfo) %PLOTNODEHEATMAP Summary of this function goes here % Detailed explanation goes here % subsetChannelName : not impelemented ye...
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MATLAB
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% Freely Moving Animal (FMA) Toolbox % % INTRODUCTION % % The purpose of the Freely Moving Animal (FMA) Toolbox is to help analyze % electrophysiological and behavioral data recorded from freely moving animals. % % These data typically include broadband brain signals (e.g. local field potentials), % spike ...
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MATLAB
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%{ # Population analyis for each clip -> fuse.ScanDone -> stimulus.Clip -> movies.PopStatsOpt --- mean : float # mean activity reliability : float # variance explained mi : float # mutual information - pairwize rmi : float # randomized mutual informati...
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MATLAB
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% step1_driver_simulate_var_calcium.m (fixed) % Parallelized over seedList. Writes ground-truth .xlsx files to data/groundTruth. % % Usage examples: % seedList = [42 101 202 303]; % parpool('local',6); % run('driver_simulate_var_calcium.m'); %% ----- project paths & defaults (caller may override these variables...
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MATLAB
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function Xs = DVV_surrogate(X, Ns) % Generates surrogate data for real and complex signals % % Surrogate data generation using iterated amplitude adjusted fourier % transform (iAAFT) method for real-valued series, and complex iAAFT method % for complex series. % % % USAGE: Xs = surrogate(X, Ns) % % INPUTS:...
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MATLAB
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function run_broad_weight_simulation(params, options) % RUN_BROAD_WEIGHT_SIMULATION - Run simulation with broad weight distribution % % H1 Line: Execute simulation with gamma-distributed synaptic weights % % Syntax: % run_broad_weight_simulation(params, options) % % Description: % Runs simulation where synaptic wei...
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MATLAB
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function [MRSCont] = osp_fitHERMES(MRSCont) %% [MRSCont] = osp_fitHERMES(MRSCont) % This function performs spectral fitting of HERMES MRS data. % % USAGE: % [MRSCont] = osp_fitHERMES(MRSCont); % % INPUTS: % MRSCont = Osprey MRS data container. % % OUTPUTS: % MRSCont = Osprey MRS data c...
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MATLAB
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% CBAR - Display full or partial color bar % % Usage: % >> cbar % create a vertical cbar on the right side of a figure % >> cbar(type) % specify direction as 'vert' or 'horiz' % >> cbar(type,colors) % specify which colormap colors to plot % else % >> cbar(axhandle) % specify the axes to draw cbar in % % ...
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MATLAB
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% op_alignAverages.m % Jamie Near, McGill University 2014. % % USAGE: % [out,fs,phs]=op_alignAverages(in,tmax,med,ref); % % DESCRIPTION: % Perform spectral registration in the time domain to correct frequency and % phase drifts. As described in Near et al. Frequency and phase drift % correction of magnetic resonan...
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MATLAB
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function Figure6(datpath) %% Figure 6: % Dmixed PCA shows that OFC-CPi perturbation disrupts block encoding % but not reward encoding. %% A & B Schematics %% C Top Block dPC plotFunction = @dpca_plot_default; figure('color','w','Units','centimeters','Position',[1 1 18 28]) tiledlayout(6,3) event = 'Rew'; figurena...
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MATLAB
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function [T1temp, MP2RAGEcorrected] = T1B1correctpackageTFL(B1img, MP2RAGEimg, T1img, MP2RAGE, brain, InvEff) % Usage: % % [T1corr, MP2RAGEcorr] = T1B1correctpackage(B1, MP2RAGEimg, T1img, MP2RAGE, brain, InvEff) % % B1 and MP2RAGEimg (and T1img) are the nii structures resulting from loading % the MP2RAGE (MP2RAG...
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MATLAB
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%% fitglm_pairwise_network.m clear; close all; clc; warning('off'); scriptName = mfilename; %% Ensure workers can see current code path (parfor safety) p = gcp('nocreate'); if isempty(p); p = parpool; end % Replicate current path on workers pctRunOnAll addpath(genpath(pwd)); %% ---- Inputs (same dialog as before) pat...
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MATLAB
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% STD_MAKETRIALINFO - create trial information structure using the % .epoch structure of EEGLAB datasets % % Usage: % >> [STUDY,trialinfo] = std_maketrialinfo(STUDY, ALLEEG); % >> [~,trialinfo] = std_maketrialinfo([], EEG); % % Inputs: % STUDY - EEGLAB STUDY set % ALLEEG ...
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MATLAB
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function triggers = getTriggers_phaseLockedMax(params) % TO DO... % predicts signal (xVel) by MLR % computes single-trial phase locking value (SPLV) of predicted and response signal % triggeres on maxima of SPLV % (c) Jiri, May12 % TO DO, is it working? (now: Mar13) % set up MLR prediction params.regressMethod.doLin...
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MATLAB
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% RMART - Remove eye artifacts from EEG data using regression with % multiple time lags. Each channel is first made mean-zero. % After JL Kenemans et al., Psychophysiology 28:114-21, 1991. % % Usage: >> rmart('datafile','outfile',nchans,chanlist,eogchan,[threshold]) % Example: >> rmart('noisy.fl...
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MATLAB
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function [out_scat] = osp_plotScatter(MRSCont,model,quant,metab,corrData,corrDataName,VoxelIndex,basis) %% [out_scat] = osp_plotScatter(MRSCont,model,quant,metab,corrData,corrDataName) % Creates correlation figure of the chosen quantifcation and metabolite % one figure contains a correlation analysis with subgroup cor...
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MATLAB
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function varargout = GetSequenceList(spikes, intervals, varargin) % [sequenceList, times, qualifiedIntervals, logical_qualifiedIntervals, nUniqueUnits] = GetSequenceList(spikes, intervals, options) % Gives sequenceList matrix to use in PairOrder % Threshold is the minimum number of different neurons that should discha...
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MATLAB
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function rasterPETH(R, M, roi, eventName, preEventMs, postEventMs, clusField, sortField, plotRaster) % Plots a PETH and an image above of single trial responses, a "raster" if nargin < 9 plotRaster = 1; end % Parameters timeBase = 10; lineWidth = 0.5; semLineWidth = 0.5; smoothingMs = 35; % Decide event x label ...
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MATLAB
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function out = MF_StateSpace_n4sid(y, ord, ptrain, steps) % MF_StateSpace_n4sid State space time-series model fitting. % % First fits the model to the whole time series, then trains it on the first % portion and tries to predict the rest. % % In the second portion of this code, the state space model is fitted to the ...
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MATLAB
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function [C, columnNames] = tapas_physio_read_columnar_textfiles(fileName, fileType, nColumns) % Reads _PULS, _RESP, _ECG, _Info-files from Siemens tics format with % multiple numbers of columns and different column headers % % [C, columnNames] = tapas_physio_read_columnar_textfiles(fileName, fileType) % % IN % fil...
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MATLAB
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function wasOutOfScale = plotChannel2Axes(trialsData, ch, plotInfo) % plots channel activations (time-series) to specified axes % (c) Jiri, Apr18 wasOutOfScale = false; % default (if the channel values were out of yLims scale) %% settings (defaults) if ~isfield(plotInfo,'yLims'), yLims = []; else, yLims = plotI...
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MATLAB
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%% Main script % % Copyright 2025 Laura Schmid % Permission is hereby granted, free of charge, to any person obtaining a % copy of this software and associated documentation files (the % “Software”), to deal in the Software without restriction, including % without limitation the rights to use, copy, modify, merge, pu...
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MATLAB
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%% Generate Figure 6b % The script has two parts: % 1. REFERENCE CODE (not runnable without own data): Shows how the original profiles % were created from NIFTI files. This section requires access to the original % brain scan data, so the code is included for reference only. % 2. RUNNABLE CODE: Creates Figure...
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MATLAB
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function delay = PETHTransition(psth,timeBins,varargin) %PETHTransition - Find a transition point in a peri-event time histogram (PETH). % % Find a transition point in a peri-event time histogram using the maximum % likelihood or mean square error algorithm of Friedman and Priebe (1998), or % piecewise linear fi...
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MATLAB
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function [TS_DataMat,TimeSeries,Operations,whatDataFile] = TS_LoadData(whatDataFile,getClustered) % TS_LoadData Load HCTSA data from file. % % Reorders a data matrix and TimeSeries and Operation structures according to the % permutation information in the given data file (ts_clust or op_clust), or % provided explicit...
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function MRSCont = osp_writelcm_control(MRSCont, kk, which, LCMparam) %% [MRSCont] = osp_writelcm_control(MRSCont, kk, which, LCMparam) % This function creates a LCModel compatible .control file which can be used % for LCModel batch processing. % % USAGE: % RF = osp_writelcm_control(MRSCont, kk, rr, which,...
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function [MRSCont] = osp_saveVendor(MRSCont) %% [MRSCont] = osp_saveVendor(MRSCont) % This function writes all MRS data loaded by OspreyLoad to separate % vendor-specific raw data file formats: % % - If the input format is by Philips (SDAT/SPAR, DATA/LIST, SIN/LAB/RAW), % then this function will create SD...
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function out = SD_Surrogates(y, tau, nsurr, surrMethod, surrfn, randomSeed) % SD_Surrogates Surrogate time-series analysis % % Generates surrogate time series and tests them against the original time % series according to some test statistics: T_{C3} (CO_TC3.m) or T_{rev} % (CO_trev.m), both reimplementations of the...
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% plot accuracies %reads the excel sheet "behav Accu" which contains the behav accu %subject-wise for all the tasks % NOTE THE ORDER OF SUBJECTS IN ALL THE TABLES subList ={'001','002','003','004','005','006','007','008',... '009','010','011',... '013','014','015','016','017',... ...
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function [spectrogram,t,f] = MTSpectrogram(lfp,varargin) %MTSpectrogram - Compute LFP spectrogram by multi-taper estimation. % % The spectrogram is computed using the <a href="http://www.chronux.org">chronux</a> toolbox. % % USAGE % % [spectrogram,t,f] = MTSpectrogram(lfp,<options>) % % lfp unfilter...
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function [A,rows,cols,entries,rep,field,symm] = mmread(filename) % % function [A] = mmread(filename) % % function [A,rows,cols,entries,rep,field,symm] = mmread(filename) % % Reads the contents of the Matrix Market file 'filename' % into the matrix 'A'. 'A' will be either sparse or full, % depending o...
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function [mat_data, dims, folder_analysis] = distribute_data(nam, patch_dims, ... w_overlap, memory_size_per_patch, memory_size_to_use, dir_output, filter_kernel) % divide the field of view into multiple small patches and save the data % into these small patches individually. There are overlaps between these % patc...
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% POP_LOADSTUDY - load an existing EEGLAB STUDY set of EEG datasets plus % its corresponding ALLEEG structure. Calls STD_LOADALLEEG. % Usage: % >> [STUDY ALLEEG] = pop_loadstudy; % pop up a window to collect filename % >> [STUDY ALLEEG] = pop_loadstudy( 'key', 'val', ...); % no pop-up % % Optiona...
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%% Make Connectomes - Functional Connectivity and Brain Variability Calculations % This script calculates functional connectivity and brain variability values %% Step 1: Set Data Paths dir = '/YOUR/PATH/HERE/'; % Replace with the path to where your CONN files are stored. dir_postv1 = [dir '/YOUR/PATH/HERE/'] % Repl...
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function osp_updateCoregWindow(gui) %% osp_updateCoregWindow % This function updates the coreg tab. % % % USAGE: % osp_updateCoregWindow(gui); % % INPUT: % gui = gui class containing all handles and the MRSCont % % % AUTHORS: % Dr. Helge Zoellner (Johns Hopkins Universi...
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function out = NL_TakensEstimator(y, Nref, rad, past, embedParams, randomSeed) % NL_TakensEstimator Taken's estimator for correlation dimension. % % cf. "Detecting strange attractors in turbulence", F. Takens. % Lect. Notes Math. 898 p366 (1981) % % Takens' maximum-likelihood estimator of the correlation dimension at...
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function [pieces, ids] = SplitIntervals(intervals,varargin) %SplitIntervals - split intervals into even pieces. % Specify either 'pieceSize' or 'nPieces'. % EXAMPLE 1 (with pieceSize): % SplitIntervals([2 5; 6 10], 'pieceSize', 2) (i.e. split these intervals into 2-second pieces) % gives intervals = [2 4; 6 8; 8 10]...
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function [h_figure, p, settings] = sd_setup_figure(layers, settings) % SD_SETUP_FIGURE Configures the figure window % % DESCRIPTION % This function computes the figure dimensions and the layout of the % figure. % % SYNTAX % [h_figure, p, settings] = SD_SETUP_FIGURE(layers, settings); % % layers - Nx1 struct...
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function outstruct = cifti_read(filename, varargin) %function outstruct = cifti_read(filename, ...) % Read a cifti file. % If wb_command is not on your PATH and you need to read cifti-1 % files, include the extra arguments ", 'wbcmd', '<wb_command with full path>'". % % >> cifti = cifti_...
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% coreg_sdat.m % Georg Oeltzschner, Johns Hopkins University 2019. % % USAGE: % [vol_mask] = coreg_sdat(in, vol_image, maskFile); % % DESCRIPTION: % Creates a SPM volume containing a voxel mask with the same dimensions % as the SPM volume containing a structural image. The voxel mask will be % created with the geome...
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function genomat = PlinkRead_binary2(nsubj,snps,fileprefix) persistent geno_values % Written by Chun 2015 if ~issorted(snps), error('PlinkRead_binary2 expect sorted list of snps'); end; nsnp = length(snps); % bit shift to generate the genovalue matrix bedprefix = sprintf('%s.bed', fileprefix); %load('PlinkRead_binar...
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MATLAB
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function [img2std] = mrAnatComputeCannonicalXformFromDicomXform(xform, imDim) % Create a transform from scanner space to a standard space % % [img2std] = ... % mrAnatComputeCannonicalXformFromDicomXform(scannerToImXform, imDim) % % Given a DICOM-standard scanner-to-image space transform matrix (e,g. the % NIFTI qt...
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function [v2vs,mn,mx,vORr]=surfing_voxelselection_volume(spheredef,voldef,centeridxs,progressstep) % volume based voxel selection for searchlight % % [V2VS,MN,MX,VORR]=SURING_VOXELSELECTION_VOLUME(SPHEREDEF,VOLDEF[,CENTERIDXS[,PROGRESSSTEP]]) % % INPUTS: % SPHEREDEF: definition of searchlight sphere, either one of:...
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function obj = fromSimpleNN(net, varargin) % FROMSIMPLENN Initialize a DagNN object from a SimpleNN network % FROMSIMPLENN(NET) initializes the DagNN object from the % specified CNN using the SimpleNN format. % % SimpleNN objects are linear chains of computational layers. These % layers exchange information th...
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function varargout = tapas_physio_overlay_contrasts(varargin) % as Contrast Results report, but overlaying activations on brain image % instead of showing results table % % - Section plots on an anatomical overlay are created and saved as % post-script file with one page for each contrast % % - Input parameters a...
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% EEG_EVAL - apply eeglab function to a collection of input datasets % % Usage: % >> OUTEEG = eeg_eval(funcname, INEEG, 'key1', value1, 'key2', value2 ...); % % Inputs: % funcname - [string] name of the function % INEEG - EEGLAB input dataset(s) % % Optional inputs % 'params' - [cell array] fu...
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%% %%%%%%%% Manually define parameters nsdsetup; %% %%%%%%%% Use nsd_mapdata to bring brain mask to EPI space % run on stone [anat->func] for subjix=1:8 % load the source 1pt0 brain mask sourcedata = sprintf('%s/ppdata/%s-structurals/brainmask_1pt0.nii.gz',nsddir,allnsdids{subjix}); % map it to the functio...
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% EVENTLOCK - DEPRECATED: Please use EEGALIGN instead. % EVENTLOCK - Time lock data epochs to specified event frames or event x-values. % Use to timelock existing data epochs to reaction times or other events % % Usage: % >> [dataout,medval,shiftframes] = eventlock(data,frames,eventframes,medval); % >> ...
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function c = tapas_ehgf_jget_config %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % % Contains the configuration for the enhanced Hierarchical Gaussian Filter (eHGF) model for the % jumping Gaussian estimation task (JGET). % % The HGF is the model introduced in % ...
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%% TestTwoPassMasking - Tier 3 real-dataset two-pass masking regression matrix % % Runs the one-stop SEPIA pipeline on a real dataset (path supplied via % sepiatest.get_real_dataset(), never hardcoded) once per two-pass mask % refinement strategy in methodTwoPassName (sepia_universal_variables.m, % excluding 'None'), h...
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%% List of name-value pair arguments accepted by tapas_Huge() and estimate() % % NAME: BurnIn % VALUE: positive integer (default: half of number of iterations) % DESCRIPTION: Length of burn-in period in samples. % % NAME: Confounds % VALUE: double array % DESCRIPTION: Specify confounds for g...
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function [ dF_F , F , F0 ] = generateArtificialCalciumFluorescence( units , time_steps , dT_step , assembly_configuration , calcium_T1_2 , rate_range , eventDuration_t , eventFreq_f , eventMult , noiseSTD , saturation_K ) %GENERATEARTIFICIALCALCIUMFLUORESCENCE( units , time_steps , dT_step , assembly_configuration , ca...
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function [chi2,p,ci,stats,dist] = permuvartest(x,v,varargin) %PERMUVARTEST One-sample permutation-based chi-square test. % H = PERMUVARTEST(X,V) returns the results of a one-sample permutation % test based on the chi-squared statistic. H=0 indicates that the null % hypothesis (that the data in X come from a dist...
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MATLAB
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function output = cvRegress(predictors, outcomes, nPartitions, nFolds, regType, fields, verbose) % Performs cross-validated regression on single-trial data. % % This function fits a specified regression model (ridge or OLS) to predict % outcome variables from predictor variables using k-fold cross-validation % repeated...
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MATLAB
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%% load data & set parameters saveDir = '\\znas\Lab\Share\Celian\ChronicPaper'; load(fullfile(saveDir, 'data_Bimbard2024')) % amp and cnt can be re-obtained running the associated part in % "saveDataForPaper.m" % Subjects used in paper subjects = unique(expInfoAll.subject); colAni = ones(numel(subjects),3)*0.5; subj...
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function fear_getSWR_spike_PETH(basename) % basename='~/data/Fear/triple/innis190601/innis190601'; load([basename '.basicMetaData.mat']) if ~exist([basicMetaData.Basename '.ripples.events.mat'],'file') warning('swrTrigHist.mat was not generated since %s not found',[basicMetaData.Basename '.ripples.events.mat']) ...
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function [tSnrImage, fileTsnr, tSnrRatioImage, fileTsnrRatio] = ... tapas_physio_compute_tsnr_spm(SPM, iC, iCForRatio, doInvert, doSaveNewContrasts) % Computes temporal SNR image after correcting for a contrast % from SPM general linear model % % tSnrImage = compute_tsnr_spm(input) % % This function executes th...
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function [] = plotAnalysis01D(saveFigures) % Produces plots to visualize the results of analysis02B. % save figures by default if nargin==0 saveFigures = true; end % get file paths paths = addPaths(); analysisName = 'analysis01D'; % load results [results, environments] = loadResults(); % remove environment E be...
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MATLAB
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%% h = sepia_handle_panel_utility_manage_dependency(hParent,hFig,h,position) % % Input % -------------- % hParent : parent handle of this panel % hFig : handle of the GUI % h : global structure contains all handles % position : position of this panel % % Output % -------------- % h ...
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function [traj, infStates] = tapas_hgf(r, p, varargin) % Calculates the trajectories of the agent's representations under the HGF % % This function can be called in two ways: % % (1) tapas_hgf(r, p) % % where r is the structure generated by tapas_fitModel and p is the parameter vector in native space; % % (2) t...
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function EncodingWindowAnalysis = DARegressionAnalysis_CG(ratlist,... times_resampled, rebin_size, Alignments, BestFits, Bstruct, Pstruct) RPEs_over_rats = cell(length(ratlist), 1); RPEs_last = cell(length(ratlist), 1); lasttrialnums = -20:1:-1; %get RPEs from photometry rats, last 20 trials for rat = 1:length(rat...
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function imdb = cnn_imagenet_setup_data(varargin) % CNN_IMAGENET_SETUP_DATA Initialize ImageNet ILSVRC CLS-LOC challenge data % This function creates an IMDB structure pointing to a local copy % of the ILSVRC CLS-LOC data. % % The ILSVRC data ships in several TAR archives that can be % obtained from the IL...
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function sx = gen_fisher_info_spikes(fr, T, F1, F2, NI, sigma_n, tau_n, ConPerc) % GENERATE_FISHER_INFO_SPIKES - Generate spikes for Fisher information analysis % % H1 Line: Create spike trains with ON/OFF structure and contrast modulation % % Syntax: % sx = generate_fisher_info_spikes(fr, T, F1, F2, NI, sigma_n, tau...
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function PlotOrderedRipplePETH(varargin) %PlotOrderedRipplePETH - Compute an event-triggered PETH where ripples are % sorted according to their timing relative to a third event (e.g. delta waves). % % This function is useful to check, for example, the cortical responses to % ripples and how they depend on ripple-delt...
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% plot accuracies %reads the excel sheet "behav Accu" which contains the behav accu %subject-wise for all the tasks % NOTE THE ORDER OF SUBJECTS IN ALL THE TABLES subList ={'001','002','003','004','005','006','007','008',... '009','010','011',... '013','014','015','016','017',... ...
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classdef MrSeries < MrCopyData % Class of MR Time Series analysis(4D = spatial coordinates:x,y,z, and time) % % TODO: Revert all MrImageSpm4D properties to MrImage, once methods are made % nD-compatible % % EXAMPLE % MrSeries % % See also % Author: Saskia Klein ...
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% STD_INTERP - interpolate, if needed, a list of named data channels % for all datasets included in a STUDY. Currently assumes % that all channels have uniform locations across datasets. % % Usage: >> [STUDY ALLEEG] = std_interp(STUDY, ALLEEG, chans, method); % % Inputs: % STUDY...
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%% FeatureImporatanceMainScript % Main script for feature important analysis %% Create `Unit` table which contains all information for each unit ClassifyUnits; clearvars -except Unit px2cm = 0.169; %% Feature Importance - Fine Distance Regressor % For main analysis, I have use `sync_Fixed_June`. % However for analy...
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classdef meta_dataset % Define a meta-analysis dataset object for classification analyses % % Properties: % --------------------------------------------------------------- % dat Data; sparse logical % connames cell array of contrast names % volInfo ...