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MATLAB
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function [corr_kern, varargout] = checkCorrKern(data_obj, corr_kern, varargin) % corr_kern = checkCorrKern(data_obj,corr_kern) % % Check the correlational kernel and make sure that everythign is correct. % % 2019 - Adam Charles %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% Input Par...
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MATLAB
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function [config] = addparts(config) temp = dir(config.rawdir); temp = temp([temp.isdir]); temp(1:2) = []; % remove . and .. clear flist for i = 1 : size(temp, 1) flist(i, :) = temp(i).name; end [~, locb] = ismember(config.directorylist{3}{end}, flist, 'rows'); flist = flist(locb+1...
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MATLAB
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%% Compare the minimal RMSE trajectory clc,clear all;close all; ls = dir('../embedding/sub*.mat'); % MCMC_folder = '../data/Inference/MCMC_sub'; % corresponds to MCMC_sub16 fig = figure('Position',[316 131 1050 600]); for idx = 1:length(ls) subplot(4,5,idx) load(['../embedding/',ls(idx).name]); MCMC_...
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MATLAB
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% This is a master script that runs the spike sorting algorithm klusta % (https://klusta.readthedocs.io/en/latest/) in a format that is friendly % to the neuralynx format and the way we save our recordings %% load experiments and make animals (instead of experiment) the unit on which to sort clear all klusta = 1; ...
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MATLAB
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% main_additional_analysis.m %% PI Similarity of Holdout Test holdoutPISimilarityList = mouseConnectomeDataAnalysis.OverallModelAndResults.calculateHoldoutPISimilarityList(); %% Calculate Cosine Similarity between Wiring PIs wiringPIdata = mouseConnectomeDataAnalysis.OverallModelAndResults.FullAnalysisModel.WiringPI...
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MATLAB
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function clusterInfo = cluster_data(locAll,varargin) % the returned index contains noise data with idx=1 % locAll %um prmAll = varargin{2}; prmAll.cluster = set_default_parameters(varargin{:}); prm = prmAll.cluster; for ll=1:numel(locAll) if ~isempty(locAll{ll}) locAll{ll} = locAll{ll}*1e3; ...
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MATLAB
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function [x_out] = gradient_descent_backtrack(funfcn, x_init, options) % Gradient descent optimization with backtracking search. All options must be explicitly defined. % Also see backtracking_linesearch(). % % funfcn - function handle which returns [fval grad] % x_init - Initial estimate of unknown parameters % % ...
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MATLAB
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%% ==================== Figure 1 (Locust) ==================== clear all; close all; clc; % Load data load('data1_locust_PN66.mat'); % Fig1b: PSTH for each PN overlay on single plot w offset w gap btwn odors close all; clc; colorPalette = [226, 208, 251; 255, 235, 179; 254, 220, 205; 255, 204, 226]/255; figu...
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MATLAB
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clc,clear all;close all; sub_folder = ['../data/EEG/']; ls = dir([sub_folder,'ds*mat']); % Focus on the first half hours fs = 100; t_start = 1*fs; t_end = 1800*fs; t = linspace(t_start,t_end,(t_end - t_start + 1)) / fs; % Wavelet parameter wavelet_name = 'cmor1-1.5'; central_freq = centfrq(wavelet_name); freq_start ...
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MATLAB
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function skeletons = normalizeSkeletons(filenames, spacing) % Let's start with filenames as an cell array of strings specifying the .mat % files % calling function must supply the value of 'spacing' which is the node % spacing on the 'standardized' skeleton % The purpose of this function is normalize the lengths of ...
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MATLAB
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function PPC = getPPC_PLV(LFP, MUA, fs, fsMUA, bands, threshold) % by Mattia: compute Pairwise Phase Consistency (PPC) and Phase Locking Value (PLV) % read Vinck et al. (2010) for why PPC is preferrable over PLV % % input: % LFP : entire signal % MUA : not do...
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MATLAB
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function [ax] = subplotXmanyY_er(m,p,Listener) %SUBPLOTXMANYY_ER Creates subplot axes with common x-axis and minimizes the %white space between the different axes. The white space removal is %performed when the figure's 'SizeChangedFcn' callback is %initiated. Initiates after first figure resize or first time figure %b...
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MATLAB
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function [sv,sp,fm] = spsvd(data,params,mdkp) % Space frequency SVD of input data - continuous processes % Usage: [sv,sp,fm] = spsvd(data,params,mdkp) % Inputs: % data (data matrix in timexchannels form)-required % params structure containing parameters - params has the % following fields: tapers...
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MATLAB
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function [cortical_labels, bipolar_labelold, bipolar_labelnew, bipolar_tra, channelInfoNew] = generate_reref_matrix(channelInfo) %% Sort all channels by group, then channel number channelInfoSorted = sortrows(channelInfo,{'Group', 'Channel'}); %% Find all depth electrodes depth_electrodes = contains(lower(channel...
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MATLAB
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% main_for_gene_analysis.m %% Make Files for GSEA genes = geneInfo.getGeneAcronyms(); for d = 1:dimPI scores = abs(relatedGeneAnalysisResults.CorrCoefMatrixSource(:,d)); fileNameStr = strcat("geneRanking_PI",num2str(d),"_source.rnk"); write_rnk(fileNameStr,genes,scores); scores = abs(relatedGeneAnalysi...
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MATLAB
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function bestSeed = CBIG_AuthorTopic_ComputeBestSolution(rootDir, K, ... seeds, alpha, eta) % bestSeed = CBIG_AuthorTopic_ComputeBestSolution(rootDir, K, ... % seeds, alpha, eta) % % Return the index of the initialization (seed) of the Collapsed % Variational Bayes (CVB) algorithm run that returned the highest % ...
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MATLAB
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function PNactivity = generate_PN_odor_responses_NadasResampling() %candidates for arguments to be integrated into function call numtrainingSamples=15; % noiseLevels=[0.5,1,2]; noiseLevel = 1; K_odors = 200; numTrials = 30; % the odors we used in Fig2, 3 and 4, stored in this .mat file. load('Data_submitted_fly_wNo...
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MATLAB
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clear close %% REPRESENTATIVE TRAJECTORIES FOR REGIONS 1–7 SHOWN IN FIG. 1b diagram_name = 'gCa=12_Id=0_example_orbits'; % each row is: Is, Id points = [30 0; 22.5 0; 18.1 0; 10 0; 3.5 0; -1.5 0; -15 20]; % each row is: transient length, timespan length, IC index points_data = [3000 100 1; 3000 100 1; 1000 500 1; 1...
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MATLAB
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function rempict = thresholdinpaint(bg,mode,mask,fold,method) % THRESHOLDINPAINT(INPICT, MODE, MASK, {FOLD}, {METHOD}) % use PDE inpainting to estimate deleted pixel values % % INPICT is a I/RGB image % MASK is a 2-D logical pixel mask % MODE specifies where image elements should be deleted % and r...
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MATLAB
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function [mask, cluster_p] = run_clustering(LIMO_paths, significance_threshold, channeighbstructmat, tf, paired) %% Prepare data and calls LIMO cluster correction % % **Usage:** [mask, cluster_p] = run_clustering(LIMO_paths, significance_threshold, channeighbstructmat, tf, paired) % % Input(s): % - LIMO_paths = path...
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MATLAB
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function fLocAnalysisWrapper(sessions, clip, stc, QA) % Automated group analysis of fMRI data from fLoc localizer experiment % using vistasoft functions (https://github.com/vistalab/vistasoft). If % there is an error, the code terminates the analysis of that session but % then continues on to the next session. % % IN...
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MATLAB
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function [interictalSinglePeaks,positiveEvent,negativeEvent]=EventsGrouping(interictalPeaks) % USAGE % % [interictalSinglePeaks,positiveEvent,negativeEvent]=EventsGrouping(interictalPeaks) % % Groups events that belong to the same activity. if there are several detected % events for the same activity...
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MATLAB
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function [A,score,AA]=nt_mcca(C,N) %[A,score,AA]=nt_mcca(C,N) - multi-set cca % % A: transform matrix % score: commonality score (ranges from 1 to N) % AA: array of subject-specific MCCA transform matrices % % C: covariance matrix of aggregated data sets % N: number of channels of each data set if nargin<2; erro...
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MATLAB
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function [inaddr,ints,tick]=aemonseq2(usb_seq,usb_mon,addr,ts,monitortime) %[inaddr,ints_us,tick]=aemonseq(usbinterface,addr,ts,monitortime) % % function to sequence and monitor events with one USBAERmini2 device % % parameters: % % usbinterface: reference to USBAERmini2 device. get a reference to a % ...
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MATLAB
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function cortical_SCT_measures(sub_surf,atlas_surf,NLevels,thickness_surf, SCT_outfile) if ~exist('NLevels','var') NLevels=5; end if ~exist('thickness_surf','var') thickness_surf=sub_surf; end s=readdfs(sub_surf); s=smooth_cortex_fast(s,.1,1000); % compute principal curvatures, mean curvature, gaussian curva...
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MATLAB
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function [S,f,Serr]=mtspectrumc(data,params) % Multi-taper spectrum - continuous process % % Usage: % % [S,f,Serr]=mtspectrumc(data,params) % Input: % Note units have to be consistent. See chronux.m for more information. % data (in form samples x channels/trials) -- required % params: structure with fields...
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MATLAB
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classdef Meta methods (Access = public, Static) function meta = from_string(str) meta = containers.Map(); if ~strlength(deblank(str)), return; end db = javax.xml.parsers.DocumentBuilderFactory.newInstance().newDocumentBuilder(); ...
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MATLAB
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clc; clearvars; close all; T = readmatrix('source_data_file.xlsx','Sheet', 6); ChR_before = T(1,2:6); ChR_after = T(1,10:end); nostim_before = T(2,2:6); nostim_after = T(2,10:end); ctrl_before = T(3,2:6); ctrl_after = T(3,10:end); % Group data into a matrix: rows = groups, columns = subjects data = { ChR_before...
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MATLAB
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function outpict = bwareafiltFB(inpict,varargin) % OUTPICT=BWAREAFILTFB(INPICT,SIZERANGE,{CONN}) % OUTPICT=BWAREAFILTFB(INPICT,NUMGROUPS,{WHICHGROUPS},{CONN}) % Extract selected groups from a binary image based on group size. % % INPICT is a 2D binary image. % Numeric inputs will be thresholded at 50% gra...
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MATLAB
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% This example script computes some information theory parameters based on % spike trains. Among other things, it can be used to assess the % "complexity" of a spike train (its entropy) or the communication % (mutual information) between different spike trains. % In this example script, two spike matrices from two d...
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MATLAB
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function [c0,c1,A,todss,pwr0,pwr1]=nt_bias_cluster(x,dsr,flags) %[c0,c1,A,todss,pwr0,pwr1]=nt_bias_cluster(x,dsr,flags) - cluster covariance % % c0,c1: covariance matrices of clusters % A: map of cluster ownership % todss,pwr0,pwr1: result of DSS % % x: data (time*channels) % dsr: downsample ratio for cross produc...
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MATLAB
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clc; clearvars; close all; T = readmatrix('source_data_file.xlsx','Sheet', 2); ConFoff_before = T(1,2:7); ConFoff_after = T(1,10:end); nostim_before = T(2,2:7); nostim_after = T(2,10:end); ctrl_before = T(3,2:7); ctrl_after = T(3,10:end); % Group data into a matrix: rows = groups, columns = subjects data = { Co...
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MATLAB
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%% IMAGENAN Patch-based image display with nonuniform binning and NaN values represented with a special color % [hValid, hNaN, xEdges, yEdges] = imagenan(axs, x, y, C, nanColor, colorLim, colorMap, ...) function varargout = imagenan(axs, x, y, C, nanColor, colorLim, colorMap, varargin) %% Default arguments ...
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MATLAB
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% Example script to run a simple pRF analysis on a voxel-by-voxel basis % and view the results. You may wish to run this script section by section % to get a feel of how it works. % % Neuronal model: Single Gaussian function % Receptive field: Circular (isotropic) % Input specification: Polar coordinates % % ...
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MATLAB
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function outpict = jpegslur(inpict,sluramt,preshift,quality,source) % JPEGSLUR(INPICT, SLURAMOUNT, PRESHIFT, QUALITY, SOURCE) % exploits jpeg compression error to reduce the reversibility % of a pixel shift operation. Performs a vector shift on INPICT % based on the difference of vector averages o...
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MATLAB
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function coupleLFP(suffix) % Phase Amplitude Coupling LFP % % Import Parameters from temp file Params = read_params(suffix); pass_band_1 = [Params.freq_start_1, Params.freq_end_1, Params.freq_step_1]; pass_band_2 = [Params.freq_start_2, Params.freq_end_2, Params.freq_step_2]; % Read lfp d...
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MATLAB
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function [DF_norm, DF_MAD] = FP_DEBLEACHED(DeltaFlour,Window, ITERATIONS) %% By David Estrin & David Barker for the Barker Laboratory % Code is written for ____ et al., 2020 % The purpose of this code is to take a calcium trace from fiber % photometry and detrend/debleach the trace. %% The following are Inputs: ...
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MATLAB
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function plotBayes(result,plotOptions) % this function creates the plot with the bayesian Posterior distributions %function plotBayes(result,plotOptions) % displayed are two dimensional marginal distributions of each parameter % against each other parameter % You may then enlarge each panel by clicking on it. if ~exis...
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MATLAB
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function [outnii, outFile] = add_sform(dataIn, outFile, force_flag) % Adds sform parameters using the exisiting qform parameters, only if sform is unset or zero % matrix in the standard NIFTI file. Saves the data in .gz file. It does not alter image matrix % or the qform parameters. % % dataFile - .nii or .nii.gz fil...
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MATLAB
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function outpict = shuffle(inpict,tiles,varargin) % SHUFFLE(INPICT, TILES, {OPTIONS}) % Subdivides the input image into tiles and shuffles % them in a random or specified permutation % % INPICT is an I/IA/RGB/RGBA image of any standard image class % Multiframe images are supported % TILES is a 2...
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MATLAB
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function fname = spm_prf_plot_entropy(PRF,fields,name,doplot) % Computes and optionally displays a negative entropy map. More positive % values (in units of nats) correspond to more confident parameter % estimates. % % PRF - estimated PRF structure % fields - cell array of field names to include (default: 'all') % n...
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MATLAB
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% This is a sample main file that reads two grayordinate fmri files generated by bfp and outputs the synced files. clc;clear all;close all; addpath(genpath('/home/ajoshi/coding_ground/svreg')); addpath(genpath('../')); g2=load('/home/ajoshi/Downloads/sub10186/func/sub10186_rest_bold.32k.GOrd.mat'); g1=load('/home/ajo...
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MATLAB
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function [config] = pnh_setparams_seizures %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % [config] = pnh_setparams % % This function outputs all the settings of a study, to be defined below % % Note the consideration of the operating system, because the pointers to % the file server is d...
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MATLAB
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%% ========================================================= % VMD-based runoff point prediction visualization (test set) % This script generates smoothed prediction curves and % local enlarged views consistent with journal figure style. %% ========================================================= clear; clc;...
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MATLAB
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% SVReg: Surface-Constrained Volumetric Registration % Copyright (C) 2017 The Regents of the University of California and the University of Southern California % Created by Anand A. Joshi, Chitresh Bhushan, David W. Shattuck, Richard M. Leahy % % This program is free software; you can redistribute it and/or % modify ...
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MATLAB
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%% Analysis script % % (c) Stephen Whitmarsh, stephen.whitmarsh@gmail.com % % requires bandpassFilter.m from Mario % requires releaseDec2015 from Neuralynx website addpath /network/lustre/iss01/charpier/analyses/stephen.whitmarsh/scripts/epilepsy/shared/ addpath /network/lustre/iss01/charpier/analyses/stephen.whitmarsh...
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MATLAB
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function sakCompile(lazy, varargin) %% Allow string flag for forcing recompilation if nargin < 1 lazy = true; elseif strcmp(lazy, '-F') lazy = false; elseif ischar(lazy) varargin = [{lazy}, varargin]; lazy = true; end %% Depende...
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MATLAB
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%% Load data clear, clc, close all addpath('..') path_DWI = 'D:\Projects\2023_multib\MK_multi_b\Stats_group_level_297_subjs\Mediation_analysis\'; list_phys_variables = {'slow_ADC'; 'fast_ADC'; 'slow_signal_portion'; 'tissueFraction'; 'meanDiffusivity'}; list_phys_variables_long_name = { ... 'Slow DC (a...
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MATLAB
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function slope = getSlope(result, stimLevel) % function slope = getSlope(result, stimLevel, unscaled) % This function finds the slope of the psychometric function at a given % stimulus level. % % result is a result struct from psignifit % % stimLevel is the stimuluslevel where to evaluate the slope % % This function ca...
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MATLAB
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function outpict = blockify(inpict,amount,mode) % BLOCKIFY(INPICT, PIXELSIZE, {MODE}) % does a simple spatial downsampling of the image (pixelation) % with support for independent axis and channel scaling % % INPICT is an I/RGB image of any standard image class % multiframe images are supporte...
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MATLAB
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function spikes_by_trials = get_raster(spike_times, trial_begin_times, varargin) % % raster_gdf(spike_times,cell_specification,trigger,varargin) % % Plots spike rasters % % Inputs: % spike_times List of spike times % trial_begin_times List of times at which each new trial begins % % Output...
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MATLAB
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function CBIG_SPGrad_upsample_embed_matrix(mesh,medial_mask,num_component,output_dir) % This function upsample the downsampled diffusion embedding matrix to the original resolution % % Input: % - mesh: % resolution of surface mesh, e.g. 'fsaverage6', 'fs_LR_32k' % % - medial_mask: (#num_vertices x 1 bina...
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MATLAB
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function spm_int_speedup() % Speed up of spm int. % --------------------------------------------------------------------- % Copyright (C) 2023 Simon R. Steinkamp, Iyadh Chaker % This program is free software: you can redistribute it and/or modify % it under the terms of the GNU General Public Licens...
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MATLAB
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function headers = decode_image_headers(bytes, dims) bytes = reshape(bytes, 198, []); N = size(bytes, 2); dims = num2cell(dims); headers.version = reshape(typecast(reshape(bytes( 1: 2, :), 1, 2 * N), 'uint16'), 1, dims{:}); headers.data_type = ...
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MATLAB
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function [trialinfo,dat] = writemicrostimforspykingcircus(cfg, markerdat, micromed_markers) %% WILL ONLY RETURN TRIALINFO OF 50Hz for stimrate = [1, 50] fname_output = fullfile(cfg.datasavedir,[stimrate,'_SC_trialinfo.mat']); % fname_output = fullfile(cfg.datasavedir,'SC_stim_trialinfo.mat'); if...
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MATLAB
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function S = RenameField(S, Old, New) % RenameField - Rename a field of a struct % T = RenameField(S, Old, New) % INPUT: % S: Struct or struct array. % Old, New: CHAR vectors or cell string. In the M-Version of this function % strings are allowed also. The names must be valid Matlab symbols: % <= 63 chara...
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function [aic,waic] = getInformationCriteria(result) %getInformationCriteria(result) compute Akaike Information Criterion (AIC) and Watanabe-Akaike %(Widely-Applicable) Information Criterion (WAIC) for use in model comparison with other %psychometric models. See [1] for details of each. See also @getDeviance. % %[aic,w...
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% This is a sample main file that reads two grayordinate fmri files generated by bfp and outputs the synced files. clc;clear all;close all; addpath(genpath('/home/ajoshi/coding_ground/svreg')); addpath(genpath('../')); subid='sn7915';%'sn5895';%'sn7602'; g2=load(['/deneb_disk/from_Todd_Constable_Epilepsy_Processed/'...
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MATLAB
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function swave=smoothwavelet(wave,dt,period,dj,scale) % Smoothing as in the appendix of Torrence and Webster "Inter decadal changes in the ENSO-Monsoon System" 1998 % % used in wavelet coherence calculations % % % Only applicable for the Morlet wavelet. % % (C) Aslak Grinsted 2002-2014 % http://www.glaciology.net/wavel...
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close all % load([pwd '/init_data/var_combos.mat'],'var_combos'); numPerBlock = 1000; [lpp, ~] = size(var_combos); maxNumBlocks = ceil(lpp/numPerBlock); % Sim_results = []; for i = 1:maxNumBlocks resultsi = load([pwd '/result/Sim_results' num2str(i) '.mat']).Sim_results; Sim_results = [Sim_results, results...
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%% ========================================================= % IVMD-based runoff point prediction visualization (test set) % This script generates smoothed prediction curves and % local enlarged views consistent with journal figure style. %% ========================================================= clear; clc...
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MATLAB
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function [fileFlag, outFile] = check_nifti_file(nifti_file, file_workdir) % Check input files for following: % - If it exists on disk % - does it has the right extension: .nii/.nii.gz/.img/.hdr % - Defined header transforms % - when only qform present, then add sform (if file_workdir is defined) % % fileFl...
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MATLAB
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%% function to generate place field table by applying the masks. %% main function to create a table with the most important field informations MaxRZRadius = 5; % measured in bins main_path = "C:\Users\ewell\Desktop\TestCodeGitHub\"; % change this only rootdir = strings(2,1); rootdir(1) = strcat(main_path, ...
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MATLAB
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function [pred_stats,loss] = CBIG_compute_prediction_acc_and_loss(y_pred,y_test,metric,y_train) % [pred_stats,loss] = CBIG_compute_prediction_acc_and_loss(y_pred,y_test,metric,y_train) % % This function computes the prediction accuracy and loss defined by the % metric passed in. % % Inputs: % - y_pred % Vector o...
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MATLAB
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function CBIG_WriteSurfaceData(output_file, surf_data, data_struct, data_size) % CBIG_WriteSurfaceData(output_file, surf_data, data_struct, data_size) % % This function writes surface data to a file. % % Input: % - output_file: % The output file name (full path). The output file should be either % in ...
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MATLAB
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% Draw a histogram of the given quantity, with a subset of the population (e.g. statistically % significant effects) highlighted using an overlay. This can also be done using Matlab's % histogram(), but I prefer using noon-transparent patches because transparency is broken in PDF % exports under mysterious condition...
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function [LIMO_path] = run_t_tests_and_clustering(unique_name, paired, tf, data1, data2, options) %% Creates a placeholder cell with the datasets of all participants for plotting of results % % **Usage:** [erp_data, ams, nams] = preprocess_erp_data(erp_data, paired, min_num_trials) % % Input(s): % - unique_name = fol...
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MATLAB
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function r = bfGetReader(varargin) % BFGETREADER return a reader for a microscopy image using Bio-Formats % % r = bfGetReader() creates an empty Bio-Formats reader extending % loci.formats.ReaderWrapper. % % r = bfGetReader(id) where id is a path to an existing file creates and % initializes a reader for the in...
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MATLAB
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function chk = testfun_nsx(fnh) % Test function for ARBSORT, NATSORT, NATSORTFILES, and NATSORTROWS. Do not call! % % (c) 2012-2024 Stephen Cobeldick % % See also ARBSORT_TEST NATSORT_TEST NATSORTFILES_TEST NATSORTROWS_TEST chk = @nestfun; wrn = warning('off','SC:natsort:rgx:SanityCheck'); cnt = 0; itr = 0; ...
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MATLAB
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function [b,z]=nt_regw(y,x,w) %[b,z]=nt_regw(y,x,w) - weighted regression % % b: regression matrix (apply to x to approximate y) % z: regression (x*b) % % y: data % x: regressor % w: weight to apply to y % % w is either a matrix of same size as y, or a column vector to be applied % to each column of y % % NoiseT...
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function outpict = pseudoblurmap(map,inpict,varargin) % OUTPICT=PSEUDOBLURMAP(MAP,INPICT,{OPTIONS}) % This tool applies a simple multipass opacity blended image blur; no actual % map analysis or segmentation is performed. The focal distance corresponds % to MAP=0; maximum blur occurs at MAP=1. % % MAP ...
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MATLAB
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function outpict = rgb2hsy(inpict,mode) % RGB2HSY(INPICT, {MODE}) % Convert an rgb image to a normalized polar adaptation of YPbPr % This is offered as an unconventional alternative to HuSL or % LCH for general image editing without causing large perceived % brightness distortions when changin...
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MATLAB
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function [nct_regions nct_global]=nct_analysis_global_regional(A,T,rho,x0,xf) % function computes control energy and stability for two states within an % task; fist for the whole network, then after iteratively prohibiting each % node from exhibiting control % Sebastian Markett (2022), % using code from Urs Braun...
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MATLAB
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function outpict = imbcg(inpict,varargin) % OUTPICT = IMBCG(INPICT,{OPTIONS}) % Simple tool to adjust image brightness, contrast, and gamma. % This is less flexible than imcurves(), imlnc(), or imadjust()/imadjustFB(), % but may be convenient for users who are accustomed to interpreting the % process of i...
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MATLAB
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tic %% read in data of KC activities data = readtable('all KC values.csv'); allKCvalues = data(3:end,2:end); % remove header rows, and first column allKCvalues = table2array(allKCvalues); linearized = allKCvalues(:); % linearize the array linearized(isnan(linearized)) = []; % remove NaNs numOdors = 7; numSamples = leng...
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MATLAB
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function [hypnogram] = PSG2table(cfg, MuseStruct, force) % HYPNOGRAM outputs table of hypnogram % % use as % [hypnogram] = PSG2table(cfg, MuseStruct, force) % This file is part of EpiCode, see % http://www.github.com/stephenwhitmarsh/EpiCode for documentation and details. % % EpiCode is free software: you can red...
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MATLAB
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%% WOR DATA : find WOR peak per channel, and normalize time per channel %Antoine %+ normaliser le temps que selon la 1ere wod/wor, pour toutes les électrodes du rat ? pour %mieux voir le délai entre électrodes for ichan= 1 : size(LFP_trial_...
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MATLAB
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function outpict = uniquant(inpict,nlevels,varargin) % OUTPICT = UNIQUANT(INPICT,NLEVELS,{INRANGE},{MODE}) % Convert an array (e.g. a grayscale image) to an indexed image % by simple uniform quantization. % % INPICT is a numeric array % For 'default' and 'cdscale' modes, INPICT can have any dimensionality. % ...
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MATLAB
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function check_nr_crises_startend(cfg, MuseStruct, ipart) %displays infos in case of missing markers (i.e. 'Crise_Start' without %'Crise_End'), or, 'long' marker instead of punctual marker (i.e. %'SlowWave__START__ and SlowWave__END__ instead of only SlowWave). for idir = 1:length(MuseStruct{ipart}) marker.synctim...
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MATLAB
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function [y,yy,yyy]=nt_dsample(x,dsr,method) %[y,yy,yyy]=nt_dsample(x,dsr,method) - downsample by averaging neighboring samples % % y: downsampled data % yy: instantaneous power of residual % yyy: original minus downsampled % % x: data to downsample (2 or 3D) % dsr: downsampling ratio (must be integer) % method:...
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MATLAB
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function params = CBIG_AuthorTopic_InitializeParams(params, alpha, eta) % params = CBIG_AuthorTopic_InitializeParams(params, alpha, eta) % % Initialize the parameters of the Collapsed Variational Bayes (CVB) % algorithm for the author-topic model % % Input: % - params : struct containing parameters of the author-t...
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MATLAB
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% Coupling of the KNDy network model with MePD outputs during restraint % stress function dx = KNDyXMePD_stress(t,x,par) dx=zeros(6,1); %% KNDy model parameters d1 = par.d1; % Dyn degradation rate d2 = par.d2; % NKB degradation rate d3 = par.d3; % Firing rate reset rate k1 = par.k1; % Maximum Dyn secretion rate k...
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MATLAB
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function CBIG_compute_LRR_fitrlinear_PFM(feature_file, LRR_dir, sub_fold_file, score_ind, outstem, outdir) % CBIG_compute_LRR_fitrlinear_PFM(feature_file, LRR_dir, sub_fold_file, score_ind, outstem, outdir) % % This function computes the predictive network features of linear % ridge regression (under <CBIG_CODE_DIR>/u...
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MATLAB
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% Load neuralynx file (.nlx) to matlab (.mat) % Sebastian Bitzenhofer 2017-10 function [TimeStamps, Samples, fs] = load_nlx_Modes(File,ExtractMode,ExtractModeArray) %Input %file: file path and name as string %ExtractModeArray: []-full trace; [start_time end_time] in milliseconds %Output %TimeStamps: TimeStamps of ...
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MATLAB
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%% load experiment info and set a few variables for analysis clear % load experiments and generic stuff experiments = get_experiment_redux; repeatCalc = 0; save_data = 1; % the number of CPU cores to use to load signal. Unless you are doing % nothing else on your computer, do not use all of them. Otherwise you will %...
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MATLAB
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clc,clear all;close all; %selected subject with clear wake-to-sleep transition sub_folder = ['..\data\EEG\']; ls = dir([sub_folder,'ds*mat']); fs = 100; t_start = 1*fs; t_end = 1800*fs; t = linspace(t_start,t_end,(t_end - t_start + 1)) / fs; % Wavelet parameter wavelet_name = 'cmor1-1.5'; central_freq = centfrq(wav...
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MATLAB
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function cdiff = colordiff(Argb,Brgb,varargin) % DE = COLORDIFF(A,B,{CSPACE},{DETYPE}) % Calculate the Delta-E color difference between two images. % % A and B may be RGB images, Mx3 color tables, or 1x3 color tuples of % any standard image class. Tables and tuples are expected to be % properly-scaled for...
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MATLAB
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function powBurstLFP(suffix) % LFP POWER - BURSTS % Find bursts in power. % Criteria: Must exceed 2 sd of trial mean for 3+ cycles. % Burst def: Half-max to half-max. % % AUTHOR: Charles D Holmes % EMAIL: chuck@eye-hand.wustl.edu % % Turn off warnings %warning off all % Import Paramet...
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MATLAB
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classdef slider < handle & varMenus properties var % name of the varibles val % vector of possible values sliderstep main_slider min_text max_text var_text val_text end methods function obj = slider(fig, var, val) ...
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MATLAB
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function outpict = hsy2rgb(inpict,mode) % HSY2RGB(INPICT, {MODE}) % Extract an rgb image from a normalized polar adaptation of YPbPr % This is offered as an unconventional alternative to HuSL or % LCH for general image editing without causing large perceived % brightness distortions when chang...
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MATLAB
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function [cfg, MuseStruct] = alignTemplates(cfg, MuseStruct, LFP) cfg.orientation = ft_getopt(cfg, 'orientation', 'landscape'); t = [-0.15 0.10]; for ipart = 1 : size(LFP, 2) % t-zero LFPs fig = figure; papersize = 800; set(fig, 'PaperPositionMode', 'auto'); if strcmp(cfg.orientati...
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MATLAB
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% ConnectomeDataAnalysis Script Template % This script performs full + holdout analysis on an arbitrary connectome dataset %% === Step 1: Load or prepare connectome data === connectomeMatrix = ConnectionMatrix(connectionMatrixOhP005_sorted); % <-- input matrix brainInfo = BrainRegionInformation(structureInfoTableOh20...
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MATLAB
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function [data, X_vol, Y_vol, Z_vol, res, Tvol, vol] = get_original_grid_data(vol) % Returns the actual sampling grid points (in real-world coordinate) and the data at those grid % points. This function only uses information from sform matrix of nifti header. qform matrix % is ignored, even if present. No reslicing or ...
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MATLAB
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function BatchResults = Batch_SpikeDetection(filename,threshold,channel,toDenoise) % USAGE % % BatchResults = Batch_SpikeDetection(filename,threshold,channel,toDenoise) % % Main function for the spikes detection. Filter the signal, receive % the spikes peaks, group the peaks to detect an event once and recei...
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MATLAB
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function [X_out, alpha, cntr] = backtracking_linesearch(funfcn, X, fval, gradX, search_dir, params) % Backtracking with Armijo-condition. No computation of gradients. % % funfcn - function handle which returns function evaluation % X - current estimate of solution % fval, gradX - value & derivative of func...
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MATLAB
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function CBIG_AuthorTopic_ComputeBIC(allKs, maskPath, bestSolutionDir, ... outputDir) % CBIG_AuthorTopic_ComputeBIC(allKs, maskPath, bestSolutionDir, ... % outputDir) % % Compute Bayesian Information Criterion (BIC) measure of the author-topic % model's parameter estimates across different numbers of components. ...
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MATLAB
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%% Add path if isunix addpath /network/lustre/iss01/charpier/analyses/stephen.whitmarsh/EpiCode/projects/hspike/ addpath /network/lustre/iss01/charpier/analyses/stephen.whitmarsh/EpiCode/shared/ addpath /network/lustre/iss01/charpier/analyses/stephen.whitmarsh/EpiCode/external/ addpath /network...
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MATLAB
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function ROIs = clickCircles(figHandle, axHandle, circleSize, varargin) % clickCircles: Interactively specify multiple circles % varargin is if you want to give existing ROIs % note the existing mask must be 3d (x, y, # ROIs)! % % Overlays an imfreehand ROI on an image. % Gives the ability to tweak the ROI by adding a...
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MATLAB
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function cm = bipolar(m, n, interp) %bipolar: symmetric/diverging/bipolar colormap, with neutral central color. % % Usage: cm = bipolar(m, neutral, interp) % neutral is the gray value for the middle of the colormap, default 1/3. % m is the number of rows in the colormap, defaulting to copy the current % colormap, ...
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MATLAB
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%% Import data from text file txtfileFullName = ['.txt']; % Text File location OutputSaveLocation = ['\dataStruct.mat']; % Enter location of folder where output is desired % import .txt. file (lick times and state) opts = delimitedTextImportOptions("NumVariables", 5); % Specify range and delimiter opts.DataLines = [1...