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MATLAB
1,002
31
function trxGraphicParams=trxGraphicParamsFromAnimalType(animalType) % Given the animalType, a string, load the animalList.xml file and get the % markerParams out of it. Append a few other things to make it into a % trxGraphicParams. if isdeployed, filename = deployedRelative2Global('params/animalList.xml'); else ...
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MATLAB
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function [start,ends,ngroups]=find_groups(x) % findgroups: locates the start and end index of a congigous binary index % Often used after contigousframes.m to find the locations of groups of contigous frames % and the corresponding number of groups % % Input: % x: binary index % Output: % start: v...
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MATLAB
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%% 非线性(动力学)特征:基于时域的熵 | nonlinear features: time-domain-based entropy %% Tsallis Entropy % X: single channel EEG signal (either a row vector or a column vector) % See also: % feat_ShannonEntropy, feat_LogEnergyEntropy, feat_RenyiEntropy, % feat_MeanEnergy, feat_MeanTeagerEnergy %% Reference % [1] Har...
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MATLAB
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function s = allsubs(x) %ALLSUBS Generate all possible subscripts for a sparse tensor X. % % See also SPTENSOR. % %MATLAB Tensor Toolbox. %Copyright 2015, Sandia Corporation. % This is the MATLAB Tensor Toolbox by T. Kolda, B. Bader, and others. % http://www.sandia.gov/~tgkolda/TensorToolbox. % Copyright (2015) Sand...
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MATLAB
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function B = full(A) %FULL Convert a sparse tensor to a (dense) tensor. % % B = FULL(A) converts a sptensor A to a (dense) tensor B. % % See also SPTENSOR, TENSOR. % %MATLAB Tensor Toolbox. %Copyright 2015, Sandia Corporation. % This is the MATLAB Tensor Toolbox by T. Kolda, B. Bader, and others. % http://www.sand...
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MATLAB
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function [ci] = ci_fromHessian(hessian, alpha) % An additional method for estimating confidence intervals is to use % the covariance matrix (this is completely analogous to using the sum % of squares (variances) in simple linear regression. We can get the % covariance matrix from our maximum likelihood optimization ...
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MATLAB
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function [val,idx] = minK(A,k) %% Efficiently return the K smallest elements along the 2nd dimension % Just like built in min except we return the k smallest along the 2nd % dimension so that if A is m-by-n val is m-by-k. % % % Sorting requires O(nlog(n)) time, whereas calling min k times requires % O(n*k) time. Theref...
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MATLAB
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function varargout = myparse_nocheck(params,varargin) % Like myparse, but doesn't error when it finds a key in params that is not in % varargin. Will return a cell array of unrecognized key-value pairs if % nargout is large enough. nout = nargout; % set defaults varargin_count = length(varargin) ; ncopy = min(nout,f...
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MATLAB
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% loadSDPFromNNdata % load spike detection parameters % from NNdata function loadSDPFromNNdata(self, futz_factor) if self.verbosity > 9 disp(mfilename) end channel = self.channel_to_work_with; if nargin == 1 futz_factor = 1; end if isempty(channel) disp('No channel selected') return end % update settings f...
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MATLAB
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function M = fillUpMatrix(A, m, n, N) % M is a matrix m X n % composed of A (top left corner) % if size(A) > size(M), then A is trimmed to fit M % if number of cols of A is less than n, then the remaining n-size(A,2) cols of each line of A are % filled with randperm(N,n-size(A,2)) numbers not contained in the giv...
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MATLAB
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function [M, counts] = partitionedMean(X, y, C) % Group the rows of X according to the class labels in y and take the mean of each group % % X - an n-by-d matrix of doubles % y - an n-by-1 vector of ints in 1:C % C - (optional) the number of classes, (calculated if not specified) % % M - a C-by-d matrix of means. ...
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MATLAB
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function prec_avg_rsl(input_fn) for i=1:numel(input_fn) [filepath,name,ext] = fileparts(input_fn{i}); hdr = spm_vol(fullfile(filepath,[strrep(name,'mni_mrs_','mni_mask_bg_mrs_'),ext])); % header img_mask = spm_read_vols(hdr); % image hdr = spm_vol(input_fn{i}); % header img = spm_read_vols(hdr...
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MATLAB
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function pi = mcStatDist(T, method) % Compute the stationary distribution of a discrete state, discrete time Markov chain % Returns a row vector % This file is from pmtk3.googlecode.com % Example % T=[0.7 0.2 0.1; 0 0.5 0.5; 0 0.9 0.1] % mcStatDist(T) = 0.0000 0.6429 0.3571 % % T=[0 1 0; 0.5 0 0.5;1 0 0]; % m...
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MATLAB
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function [fx] = f_FitzHughNagumo_calcium(Xt,Theta,ut,inF) % FitzHugh-Nagumo membrane potential evolution function (+convolution) % function [fx] = FitzHughNagumo(Xt,Theta,ut,inF) % IN: % - Xt: system's states, ie: % Xt(1): calcium imaging prediction % Xt(2): membrane depolarization (mV) % Xt(3): pr...
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MATLAB
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classdef (Sealed) AdjMatrixRndGraph < adjmatrix.AdjMatrixFromNetX methods function this = AdjMatrixRndGraph(params, loadOnInit, delAfterLoad) % creates a complete graph (mean-field network) % % params {AdjMatrixParams}: params of the adjacency matrix % loadOnI...
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MATLAB
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function [FDcutoffs,gevDVcutoffs] = loadCombinedCutoffs(useGSR) OGgevDVcutoffs = loadGEVdvCutoffs(); ogFDcutoffs = loadFDcutoffs(); FullSampleLPFFDnoGSR = 3.3866; FullSampleGEVDVdNoGSR = 1.3859; FullSampleLPFFDwithGSR = 1433.6; FullSampleGEVDVdWithGSR = 1.3000; DVtoF...
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MATLAB
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function resStruct = addFieldToStruct(struct,fieldVal,fieldName) if ~iscell(fieldName) fieldName = cellstr(fieldName); end %% get length of struct and field names structLength = length(struct); oldFields = string(fields(struct)); fieldName = string(fieldName); %% convert struct to cell if length(struct) > ...
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MATLAB
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function GRT = grt_fourier(grt,cfg) % % % subject = cfg.subject; cond = cfg.cond; if isfield(cfg,'file') && isfield(cfg.file, 'path'); path = cfg.subject; end try fsu = cfg.file.su; catch fsu = ''; end for s = 1:length(subject) eval(['load ' path{s} '/' subject{s} fsu ' ' subject{s} fsu ]) eval...
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MATLAB
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function [fx,dF_dX,dF_dTheta] = f_2DneuralField(Xt,Theta,ut,inF) % 2D neural field evolution function (wave propagation) % function [fx,dF_dX,dF_dTheta,d2F_dXdTheta] = f_2DneuralField(Xt,Theta,ut,inF) % This function evaluates the evolution function of a linear 2D neural % field. deltat = inF.deltat; try L = inF.L...
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MATLAB
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function disp(t,name) %DISP Command window display of a ttensor. % % DISP(T) displays a ttensor with no name. % % DISP(T,NAME) display a ttensor with the given name. % % See also TTENSOR. % %MATLAB Tensor Toolbox. %Copyright 2015, Sandia Corporation. % This is the MATLAB Tensor Toolbox by T. Kolda, B. Bader, and...
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MATLAB
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% [X,Y] = ellipsepoints(a,b,x0,y0,phi) function [X,Y,theta] = ellipsepoints(a,b,x0,y0,phi,npoints) if (nargin < 2)||(nargin > 6), error('Usage: [X,Y,theta] = ellipsepoints(a,b,x0,y0,phi,[npoints])'); elseif nargin == 2 x0 = 0; y0 = 0; phi = 0; elseif nargin == 3 phi = x0; x0 = 0; y0 =...
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MATLAB
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function batch_kilosort(data_folder) % Find all subfolders % handle input as csv of basepaths or directory if contains(data_folder,'.csv') df = readtable(data_folder); else df = compile_sessions(data_folder); end basepaths = unique(df.basepath); % loop through folders and process those that don't have eviden...
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MATLAB
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%-------------------------------------------------------------------------- % Purpose: Generate stimulus waveforms and power conditions for IT analysis %-------------------------------------------------------------------------- function [waveForms,conditions] = getStims(numPulses,PW,ISI,fs,binSize,numtrials,energyVec,s...
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MATLAB
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%{ _ _ ___ _ __ __ _| |__ ___ ___ _ __| |_ / __| '__/ _` | '_ \/ __|/ _ \| '__| __| | (__| | | (_| | |_) \__ \ (_) | | | |_ \___|_| \__,_|_.__/|___/\___/|_| \__| ### zoomCallback **Syntax** ``` zoomCallback(self,~,event) `...
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MATLAB
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function [flag] = isHrfStable(X,kas,kaf,phi) try phi; catch phi = -0.5785; end % get vasodilatory signal and blood inflow X1 = X(1); X2 = X(2); % if X(1) > 0 % flag = 1; % return % end % first compute separatrix x2 = [-5:1e-3:5]'; n = length(x2); x1 = phi.*exp(kaf/2-abs(kas-kaf/2)).*exp(x2); dx1 = ...
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MATLAB
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function build_run_epp eppPath=fileparts(mfilename('fullpath')); autoGatePath=fileparts(eppPath); utilPath=fullfile(autoGatePath, 'util'); buildPath=fullfile(fileparts(autoGatePath), 'run_epp_compiled'); if exist(buildPath, 'dir') rmdir(buildPath, 's') end mkdir(buildPath); copyfile(fullfile(autoGatePath, 'CytoGeni...
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MATLAB
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%%% Small script file that etst %load Calib_Results; % Collect all the points distorted (xd) and undistorted (xn) from the % images: xn = []; xd = []; for kk = ind_active, eval(['x_kk = x_' num2str(kk) ';']); xd_kk = normalize_pixel(x_kk,fc,cc,zeros(5,1),alpha_c); eval(['X_kk = X_' num2str(kk) ';']); ...
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MATLAB
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function [] = getPosteriorfromOTO(posterior,out) % OTO: recovers posterior sufficient statistics from VB inversion mux = posterior.muX(1:2,:); sx = [mux(1,:).*(1-mux(1,:));posterior.muX(3,:)]; V = VBA_getVar(posterior.SigmaX.current); V = [zeros(1,size(V,2));V(2,:)]; ha = plotUncertainTimeSeries(mux,sx); title(ha,'W...
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MATLAB
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function [posR, triR, removetri] = remove_vertices(pos, tri, removepos) % REMOVE_VERTICES removes specified vertices from a triangular mesh % renumbering the vertex-indices for the triangles and removing all % triangles with one of the specified vertices. % % Use as % [pos, tri] = remove_vertices(pos, tri, sel) npo...
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MATLAB
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function model = naiveBayesFit(Xtrain, ytrain, pseudoCount) % Fit a naive Bayes classifier using MAP/ML estimation % We current assume binary features. % For Gaussian feautres, use discrimAnalysisFit(X, y, 'diag'). % % Xtrain(i,j) = 0 or 1, for bit j in case i % ytrain in {1,...C} % pseudoCount is optional strength of...
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MATLAB
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function [L,R,k] = curvature(X) % Radius of curvature and curvature vector for 2D or 3D curve % [L,R,k] = curvature(X) % X: 2 or 3 column array of x, y (and possibly z) coordiates % L: Cumulative arc length % R: Radius of curvature % k: Curvature vector % The scalar curvature value is 1./R % Ve...
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MATLAB
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classdef (Sealed) AdjMatrixWattsStrogGraph < adjmatrix.AdjMatrixFromNetX methods function this = AdjMatrixWattsStrogGraph(params, loadOnInit, delAfterLoad) % creates a complete graph (mean-field network) % % params {AdjMatrixParams}: params of the adjacency matrix ...
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MATLAB
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%% Shifted Symmetric Higher-Order Power Method (eig_sshopm) %% Data tensor % From Example 1 in E. Kofidis and P. A. Regalia, On the best rank-1 % approximation of higher-order supersymmetric tensors, SIAM J. Matrix % Anal. Appl., 23 (2002), pp. 863–884, DOI: 10.1137/S0895479801387413. A = tenzeros([3 3 3 3]); A(perms...
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MATLAB
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function fcc = calcFagioloCC(W) % CALCFAGIOLOCC calculates the clustering coefficient of a directed binary graph. % The function uses equations 6-8 from Fagiolo (2007) to compute the clustering coefficient. % % Inputs: % - W: Directed binary graph (adjacency matrix) % W must be a square matrix with binary valu...
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MATLAB
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%%Crop each channel based on the xtrema of non-emmpty pixels based on %%Lectin channels of each sample function crop_sample(sample_num, run_num) loadExperimentParams; filename = fullfile(params.INPUTDIR,sprintf('sample%dround%d_%s.tif',sample_num,run_num,'Lectin')); disp('Loading Data...'); img =...
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MATLAB
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function [model, logev] = linregFitVb(X, y, pp, useARD) % Variational bayes inference for linear regression % This is a wrapper to Jan Drugowitsch's code. % We use the following prior: % p(w, beta, alpha) = N(w | 0, (beta diag(alpha))^{-1}) * % * IG(beta | a0, b0) * prod_j IG(alpha(j) | c0, d0) % where a0, b0, ...
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MATLAB
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%% Fill inner region for vesseg graphic usage % Author: Antonio Martinez-Sanchez % N: oriented normals (norm == 1) % F: output filled tomogram function F = filling( N ) %% Initilialization [Nx,Ny,Nz,~] = size( N ); F = zeros( Nx, Ny, Nz ); szi = Nx .* Ny; h = waitbar( 0, 'Size measuring and labeling...' ); %% Distanc...
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MATLAB
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function [amps,freqs] = meg_FFTparams(data,Fs,df) % MEG_PLOTTF(data,p,selectedChannels,selectedFreq) % computes fft based on desired frequency resolution and sampling rate % % INPUT % data % structure of condition cells containing % data matrix, time x channels x trials % Fsamplex % frames per second (e.g. 1000...
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MATLAB
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function [G, fill_ins] = mkChordal(G, order) % Eliminate nodes in specified order, and ensure uneliminated % neighbors are fully connected by adding edges if necessary % % fill_ins(i,j) = 1 iff we add a fill-in arc between i and j. % PMTKmodified Matt Dunham % This file is from pmtk3.googlecode.com MG = G; n = lengt...
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MATLAB
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function cond = conditions_for_concurrency() loadParameters; cond = struct; cond.dim = image_dimensions(fullfile(params.deconvolutionImagesDir,sprintf('%s_round001_%s.%s',params.FILE_BASENAME,params.CHAN_STRS{1},params.INPUT_IMAGE_EXT))); cond.imgsize_dbl = prod(cond.dim)*8 / 1024 / 1024; ...
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MATLAB
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%% DNA Sequence Demo % % This file is from pmtk3.googlecode.com close all; clear all setSeed(1); Nseq = 10; Nlocn = 15; Nletters = 4; Nmix = 4; pfg = 0.30; mixweights = [pfg/Nmix*ones(1,Nmix) 1-pfg]; % 5 states z = sampleDiscrete(mixweights, 1, Nlocn); alphas = 1*ones(Nletters,Nmix); for i=1:Nmix alphas(i,i) = 20;...
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MATLAB
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%% Residuals Demo % %% % This file is from pmtk3.googlecode.com setSeed(2); N = 21; [xTrainRaw, yTrain] = ... polyDataMake('sampling','thibaux', 'n', N); Ntrain = length(xTrainRaw); xTrain = [ones(Ntrain,1) xTrainRaw(:)]; X = xTrain; y = yTrain; %w = pinv(X'*X)*X'*y; % OLS estimate w = X\y; yPredTrain = xTra...
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MATLAB
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%% Gauss Height Weight Demo in 2d % %% % This file is from pmtk3.googlecode.com rawdata = loadData('heightWeight'); % comma delimited file data.Y = rawdata(:,1); % 1=male, 2=female data.X = [rawdata(:,2) rawdata(:,3)]; % height, weight maleNdx = find(data.Y == 1); femaleNdx = find(data.Y == 2); classNdx = {maleNdx, f...
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MATLAB
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%% Converts excel spreadsheet extracted ROIs from ImageJ into mat files and calculates Fc and Fc3 %Chad Heer and Can Dong; Sheffield lab clear all; %% parameters measurements=1; scalewindow=300; %#of frames should be setted differently according to the data %%get data [ROI_filepaths, temp]=uigetfile('*.csv', 'Chos...
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MATLAB
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classdef (Sealed) AdjMatrixHolmeKimPLGraph < adjmatrix.AdjMatrixFromNetX methods function this = AdjMatrixHolmeKimPLGraph(params, loadOnInit, delAfterLoad) % creates a complete graph (mean-field network) % % params {AdjMatrixParams}: params of the adjacency matrix ...
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MATLAB
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function Simul(file,vid) start = CP_Init(strcat(file,'.csv')); out = CP_Run(start,vid); if vid gifmaker(file,out); out = rmfield(out,'MOV'); end save('CoPropagation','out','-v7.3'); %% Figures s = out.s; t_lim = out.t_lim; T = out.RES.T; P1 = out.RES.P(:,:,1); P2 = out.RES.P(:,:,2); U = out.RES.U; N = size...
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MATLAB
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function [fx,dfdx,dfdp] = f_gen(Xt,Theta,ut,inF) % Generic evolution function (up to quadratic terms) % [fx,dfdx,dfdp] = f_gen(Xt,Theta,ut,inF) deltat = inF.deltat; n = size(Xt,1); nc = factorial(n)./(factorial(2)*factorial(n-2)); A = reshape(Theta(1:n^2),n,n); B = reshape(Theta(n^2+1:n*(2*n+nc)),n,n+nc); xij = zer...
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MATLAB
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function [num_subspaces, subsp_dims] = partitionx(nx, order, dx,subs_min,... subs_max) num_subspaces = 0; nused = 0; nleft = nx; asleft = sum (dx); while (nused < nx) num_subspaces = num_subspaces + 1; as1 = sum(dx(order((nused+1):(nused+subs_min-1)))); gapmax = -1; for ns1 = subs_min:(min(subs_max,...
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MATLAB
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function fileList = getAllExtFiles(dirName,Ext) dirData = dir(dirName); %# Get the data for the current directory dirIndex = [dirData.isdir]; %# Find the index for directories dirExtData = dir([dirName '\*' Ext]); dirExtIndex = [dirExtData.isdir]; fileList = {dirExtData(~dirExtIndex).name}'; %'#...
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MATLAB
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%{ Copyright (c) 2025 Axion BioSystems, Inc. Contact: support@axion-biosystems.com All Rights Reserved %} classdef KeyValuePairTag < Tag properties(SetAccess = private) % Key of this Dictonary Entry Key; % Key of this Dictonary Entry Value; end methods fu...
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MATLAB
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function BF = bayesianTtest(x1, x2, mu_delta, sigma2_delta) % Bayes factor for H0 (mu1=mu2) vs H1 (mu1 ~= mu2) % where p(delta/sigma | H1, sigma2) = gauss(lambda, sigma2_delta) % delta = mu1-mu2, and sigma2 is the common variance. % See The Bayesian Two-Sample t Test , M. Gönen and W. Johnson and Y. Lu and P. Westfall,...
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MATLAB
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function [model] = mrf2MkLatticeX(X, method, methodArgs) % Make a 2d lattice MRF suitable for denoising a particular image % Based on http://www.cs.ubc.ca/~schmidtm/Software/UGM/graphCuts.html % This file is from pmtk3.googlecode.com if nargin < 1, method = 'dummy'; end if nargin < 3, methodArgs = {}; end [nRows,n...
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MATLAB
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function allFilesValid = fileValidator(filenameMatrix,maskMatrix) allFilesValid = true; filenameMatrixFlattened = filenameMatrix(:); maskMatrixFlattened = maskMatrix(:); for i = 1:size(filenameMatrixFlattened, 1) if ~isempty(filenameMatrixFlattened{i}) [~, ~, ext] = fileparts(filenameMatrixFlattened{i});...
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MATLAB
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function [circle_centers] = generate_colony_centers(num_circles, padding) circle_centers = zeros(num_circles, 2); pick_center = 1; while pick_center <= num_circles pick_r = rand; pick_theta = 2*pi*rand; circle_centers(pick_center, 1) = pick_r*cos(pick_theta); % pick the x ...
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MATLAB
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%% Run Kmeans on the old faithful data % %% % This file is from pmtk3.googlecode.com function kmeansDemoFaithful X = loadData('faithful'); X = standardizeCols(X); figure; plot(X(:,1), X(:,2), '.', 'markersize', 10) title('old faithful data') grid on printPmtkFigure('faithful'); % specify initial params to make fo...
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MATLAB
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%% Hjorth parameters % Hjorth Activity 活动性:衡量信号波幅的偏离程度,是时间函数的方差var % Hjorth Mobility 移动性:衡量坡度的变化,为信号一阶导数方差的平方根 除以 信号方差的平方根 % Hjorth Complexity 复杂性:衡量一个振幅上有多少个标准的坡 % X: single channel EEG signal (either a row vector or a column vector) % See also: % feat_HjorthMobility, feat_HjorthComplexity %% Reference % ...
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MATLAB
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function [ys,ysCum] = fernsRegApply( data, ferns, inds ) % Apply learned fern regressor. % % USAGE % [ys,ysCum] = fernsRegApply( data, ferns, [inds] ) % % INPUTS % data - [NxF] N length F binary feature vectors % ferns - learned fern regression model % inds - [NxM] cached inds (from previous call to fern...
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MATLAB
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% HIFIE_SPDIAG_SV_P Dispatch for HIFIE_SPDIAG with DINV = 1 and F.SYMM = 'P'. function D = hifie_spdiag_sv_p(F,spinfo) % initialize N = F.N; n = length(spinfo.i); P = zeros(N,1); % for indexing D = zeros(N,1); % for output % loop over all leaf blocks from top to bottom for i = n:-1:1 % find act...
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MATLAB
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function [gx] = g_BSL(x,phi,u,in) % observation function for a Bayesian sequence-learner (BSL) % function [gx] = g_BSL(x,theta,u,in) % BSL is guessing the next outcome y_t based upon P(y_t=1|y_{t-1}), ie her % bet actually depends upon the past sequence of outcomes. % IN: % - x: sufficient statistics of log-odds of P...
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MATLAB
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function PlotBox_Adjusted(BoundingBox,LineStyle,LineColor,LineWidth,Text,TextFontSize,TextFontColor) BoundingBox(1)=BoundingBox(1)-0.5; BoundingBox(2)=BoundingBox(2)-0.5; BoundingBox(3)=BoundingBox(3); BoundingBox(4)=BoundingBox(4); plot([BoundingBox(1),BoundingBox(1)+BoundingBox(3)],[BoundingBox(2),BoundingBox(2)],...
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MATLAB
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function [F, J] = calcSubunitGridOutputs(params, xstimuli) %CALCSUBUNITGRIDGRATINGRESPONSE Summary of this function goes here % Detailed explanation goes here % xstimuli : N x 4 matrix where N is number of stimuli with 4 parameters % width, orientation, phase, contrast bias % TO GET THE SUBUNIT WEIGH...
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MATLAB
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function b = permute(a,order) %PERMUTE Permute dimensions of a ktensor. % % B = PERMUTE(A,ORDER) rearranges the dimensions of A so that they % are in the order specified by the vector ORDER. The tensor % produced has the same values of A but the order of the subscripts % needed to access any particular element ...
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MATLAB
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function [s,nsetfn,ts_struct] = setStructLeaf(s,fn,v,varargin) [ts_struct,ts_set,warnfun] = myparse(varargin,'ts_struct',[],'ts_set',0,... 'warnfun',@(fn) sprintf('Collision collapsing parameter %s, using most recent value',fn)); if isempty(ts_struct), ts_struct = struct; end fns = fieldnames(s); nsetfn = 0; for...
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MATLAB
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classdef (Sealed) AdjMatrixConnWaStGraph < adjmatrix.AdjMatrixFromNetX methods function this = AdjMatrixConnWaStGraph(params, loadOnInit, delAfterLoad) % creates a complete graph (mean-field network) % % params {AdjMatrixParams}: params of the adjacency matrix ...
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MATLAB
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%% Test the oneVsRestClassifFit function % by comparing its results to liblinear's built in procedure. % PMTKslow % PMTKneedsOptimToolbox quadprog %% % This file is from pmtk3.googlecode.com requireOptimToolbox loadData('soy'); %C=3, N=307, D=35 setSeed(0); [X, Y] = shuffleRows(X, Y); Xtrain = X(1:250, :); ytrain =...
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MATLAB
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function [drNdrT] = get_drNdrT(M,nt,dt,par,y) %% This function returns d(rho(:,end))/d(r) transpose times a vector y % % y... vector length(prod(n),1) % rho(:,0) -----------> rho(:,1) --------------> rho(:,2) % u(:,1) u(:,2) % R1, S1 R2, S2 %% n ...
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MATLAB
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% HIFIE_SPDIAG_MV_P Dispatch for HIFIE_SPDIAG with DINV = 0 and F.SYMM = 'P'. function D = hifie_spdiag_mv_p(F,spinfo) % initialize N = F.N; n = length(spinfo.i); P = zeros(N,1); % for indexing D = zeros(N,1); % for output % loop over all leaf blocks from top to bottom for i = n:-1:1 % find act...
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MATLAB
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function plot_evaluation_points( x, evaluation_points ) % *SPONTANEOUS WAVES DEMO* % % PLOT EVALUATION POINTS plot calculated evaluation points over the set % of channels in a multielectrode array % % INPUT % x - datacube (rows,cols,timepts) % evaluation_points - evaluation time points ...
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MATLAB
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function LAN = mod_time(LAN, time, mod, fix) % 13.4.2009 % time = [-0.5 0.5] % mod = [1 2 ] % 1 for initial time and % % 2 for end time % fix = 1 % fix time for all epoch % LAN = mod_time(LAN, time, mod, fix) % % if nargin < 4; fix = 1;end % if ~iscell(LAN) LAN = mod_time_st(LAN, time, mod, fix); el...
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MATLAB
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function [ret,messages] = check_files_in_color_correction() loadParameters; if params.DO_DOWNSAMPLE FILEROOT_NAME = sprintf('%s-downsample',params.FILE_BASENAME); else FILEROOT_NAME = sprintf('%s',params.FILE_BASENAME); end ret = true; messages = {}; for r_i = 1:params.NUM...
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MATLAB
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function Struct2Txt(TempStruct,SaveDir,SaveName) AllFields=fieldnames(TempStruct); CurrentLine=1; ExportArray{CurrentLine,1}='SaveName: '; ExportArray{CurrentLine,2}=SaveName; CurrentLine=CurrentLine+1; ExportArray{CurrentLine,1}='=========================================================...
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MATLAB
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function pool_cmp2 (variable, subVariable , path, group1, group2) %path = 'E:\GAD67 results\Recordings\'; %variable = 'pair_corr'; %subVariable = 'tot'; %group1 = 'pyr'; %group2 = 'int'; files = dir(path); fileNames = {files.name}; fileIsDir = {files.isdir}; fileNames = fileNames(cell2mat(fileIsDir)==0); %size of fil...
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MATLAB
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%GRAY Black-white colormap % % Examples: % map = gray; % map = gray(len); % B = gray(A); % B = gray(A, lims); % % Similar to MATLAB's gray function, but also able to return a concise % colormap table. % % The function can additionally be used to convert a real-valued array into % a truecolor array using the co...
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MATLAB
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% plot_FigS3 load(fullfile(saveLoc, 'sig_allSessions')) dimms = [63 20 1]; plotSig = {'Ramp', 'PC1', 'TinC'}; sigName = {'S^{ramp} [a.u.]', 'S^{PC1} [a.u.]', 'S^{con}_{Tin} [sp/s]'}; yTicks = {[0 .5 1], [0 .5 1], [0 10 20 30]}; % cutoff = 0.7; ls = '-'; lw = 1; % smooth_win_t = 0.025; rows = length(di...
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MATLAB
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function s_file = smoothing_4d(wfunc_file,fwhm) wfunc_vols=[]; for i=1:length(wfunc_file) [other_p,other_n,other_e] = fileparts(char(wfunc_file{i})); wfunc_vols= [wfunc_vols; cellstr(spm_select('ExtFPList',other_p,['^' other_n other_e '$'],inf))]; end clear matlabbatch matlabbatch{1}.spm.spatial.smooth.data =...
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MATLAB
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function delUnits = ReplaceUnit(unitIn, unitFile) % **** NOT FINISHED ********** % returns a list of units in the same session as unitIn but not in unit, % for possible deletion if exist(unitFile) == 2 load(unitFile) else disp('Unit file not found; no unit data saved') return end % find units in existing...
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MATLAB
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% _ _ % ___ _ __ __ _| |__ ___ ___ _ __| |_ % / __| '__/ _` | '_ \/ __|/ _ \| '__| __| % | (__| | | (_| | |_) \__ \ (_) | | | |_ % \___|_| \__,_|_.__/|___/\___/|_| \__| % % % figure out which plugins and installed and link them % so we can use them % function varargo...
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MATLAB
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% Setup base path clear; basefolder = fileparts(fileparts(fileparts(mfilename('fullpath')))); codefolder = [basefolder,'/code']; toolsfolder = [basefolder,'/tests/tools']; addpath(genpath(codefolder)); addpath(genpath(toolsfolder)); % Load Data data_path = [basefolder, '/tests/fixtures/sub-1_rest1_schaefer400x7_ts.1...
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MATLAB
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function papignit_effcc() % temporary path for data files % fcc : eff Cod Criticality global pds % ignit_cribay pds.data.rep.effcc = fullfile(pds.lda, 'papers', 'effCodCriticality'); pds.vizs.rep.effcc = fullfile(pds.rep, 'papers', 'effCodCriticality'); % dsd : data serv directory % ignit_datsrv should idealy give...
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MATLAB
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function datasets = h5getdatasets(filepath, grp, recurse) %H5GETDATASETS Returns a list of all datasets in an HDF5 file. % Usage: % datasets = h5getdatasets(filepath) % datasets = h5getdatasets(filepath, grp) % % Args: % filepath: file path to HDF5 file % grp: path to group within HDF5 file (default: '/') % ...
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MATLAB
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% Make precision matrix for 2d Gaussian MRF % Based on p53 of "Introduction to Bayesian Scientific Computing" % Daniela calvetti and Erkki Somersalo function L = gauss_mrf_2d_precmat(n) % http://math.aalto.fi/opetus/inv/TowardsStatIP.pdf % http://math.tkk.fi/teaching/inv/ % Creating an index matrix to enumerate the...
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MATLAB
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function compute_temp(res, resdir, skip_mat) % COMPUTE_TEMP Compute and plot the Temporal matrices % % :param res: the results from running Mapper % :type res: Mapper struct % % :param resdir: where to save the resulting plots and matrices % :type resdir: string % % :param skip_mat: if true, it doesn't print out the TC...
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MATLAB
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%% Demo of robust Bayesian analysis % From Berger 1984 x = 5; obsVar = 1; % First let us verify that the Gaussian prior % indeed satisfies the prior quartiles priorVar = 2.19; priorMu = 0; s=sqrt(priorVar); mu = priorMu; range = normcdf(1,mu,s) - normcdf(-1,mu,s); assert(approxeq(range, 0.5)) % Now compute posterio...
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MATLAB
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% run_dt_invariance.m % Run a simulation (simTauMap6) at varying values of dt. % clear the workspace clear; % define the save directory save_dir = fullfile('data', 'dt_invariance'); [~, ~, ~] = mkdir(save_dir); % iterate over three test values of 'dt' for dt_val = [0.01, 0.001, 0.0001] for i = 1:20 % loa...
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MATLAB
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function map = dgmMap(dgm, varargin) %% Find the mode, (map assignment) % Optional named args are the same as for dgmInferNodes % This uses jtree. % % This file is from pmtk3.googlecode.com [clamped, softEv, localEv] = process_options(varargin, ... 'clamped', [], ... 'softev' , [], ... 'localev', []); loc...
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MATLAB
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function intervals = GetIntervalsToTrackForErrorMeasurement(movieidx,flies,ts,trxfiles,varargin) winrad = myparse(varargin,'winrad',200); nmovies = max(movieidx); nflies = nan(1,nmovies); intervals = nan(0,4); se = strel(ones(1,2*winrad+1)); for moviei = 1:nmovies, if ~any(movieidx==moviei), nflies(moviei) = 0;...
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MATLAB
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function P = meshlaplace3D(P, t, nodes, alpha) % SYNTAX % P = meshlaplace3D(P, t, nodes, alpha) % DESCRIPTION % This function implements lumped Laplacian smoothing % based on existing Delaunay connectivity for a given set of nodes. Use % nodes = 1:size(P, 1) for the global smoothing % Inputs: % P - a...
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MATLAB
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function [f,g] = tt_cp_fun(x,Z,Znormsqr) %TT_CP_FUN Calculate function and gradient for CP fit function. % % [F,G] = TT_CP_FUN(X,Z) where X is a vector containing the entries of the % components of the model and Z is the tensor to be fit. % % See also TT_CP_VEC_TO_FAC, TT_FAC_TO_VEC, TT_CP_FG, CP_OPT % %MATLAB Tenso...
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MATLAB
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function [gx,dG_dX,dG_dPhi] = g_sigmoid(Xt,Phi,ut,inG) % partially observable sigmoid mapping n = size(Xt,1); if ~ isfield (inG, 'ind') inG.ind = 1 : n; end G = eye(n); G = G(inG.ind,:); if size(Phi,1) >=1 G0 = G; G = Phi(1).*G; end if size(Phi,1) >=2 [Sx,dsdx, dsdp] = VBA_sigmoid(Xt,inG,'slope'...
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MATLAB
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function [hs,probs,inds] = fernsClfApply( data, ferns, inds ) % Apply learned fern classifier. % % USAGE % [hs,probs] = fernsClfApply( data, ferns, [inds] ) % % INPUTS % data - [NxF] N length F binary feature vectors % ferns - learned fern classification model % inds - [NxM] cached inds (from pr...
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MATLAB
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function spiral = CreateSpiral(scr, gaborsiz, fre, phase, contrast) %% % scr: Screen parameters % gaborfre: gabor width in visual angle % gaborstd: std of the Gaussian modulator % fre: gabor frequency: cycle per degree % phase: phase % contrast: contrast of the gabor % There is no orientation parameter here. Rotate the...
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MATLAB
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function [cope,varcope,tstats] = run_flame( data, vars, design_matrix, contrasts ) %%function [tstat, thresh] = run_glm( data, contrasts ) % % % Preallocate arrays cope = zeros(size(contrasts,1),size(data,2)); varcope = zeros(size(contrasts,1),size(data,2)); tstats = zeros(size(contrasts,1),size(data,2)); % Main loop...
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MATLAB
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function [n_Wru_v, n_Wrr_n, m_Wzr_n, n_x0_c, n_bx_1, m_bz_1] = unpackRNN(net, theta) % Note that net.theta is NOT used. If you want to use this function with % net.theta, then pass it as the second parameter. This accomodates the R{} % technique for exact computation of the Hessian. nparams = sum([net.layers.nparams])...
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MATLAB
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%% Visually compare tanh and sigmoid functions % %% % This file is from pmtk3.googlecode.com [styles, colors, symbols, str] = plotColors(); xs = -3:0.1:3; names = {'tanh', 'sigmoid', 'ReLU', 'PReLU', 'ELU', 'softpplus'}; curves = {}; curves{end+1} = tanh(xs); curves{end+1} = 1./(1+exp(-xs)); curves{end+1} = max(0, xs...
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MATLAB
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function [trialAll, spikeDataset] = spikeProcess(DATAPATH, params) % Description: load data from *.mat or TDT block % Input: % DATAPATH: full path of *.mat or TDT block path % params: % - DATAPATH: the path of TDT data or exported mat file % - params: struct that contains behavior processi...
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MATLAB
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function img = makeSpiralCheckerboard(pixelsPerDegree, sz, phase, contrast, thetaCycles, E, A, b) % % img = makeSpiralCheckerboard(pixelsPerDegree, sz, fr, ftheta, phase, contrast) if nargin==0 pixelsPerDegree = 100; sz = 5; % fr = 1; % spatial frequency of a radial cycle thetaCycles = 8; % number of s...
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MATLAB
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basepath = 'Y:\laura_berkowitz\behavior_validation\appps1_cpp\data\cohort 2\day1\3775N_pretest-07122023121951DLC_resnet50_mouse_cppJun28shuffle1_175000_filtered.csv'; save_path = 'Y:\laura_berkowitz\behavior_validation\appps1_cpp\data\day1\cohort 2'; df = load_dlc_csv(basepath); fs = 30; % Choose neck df_neck = df(...
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MATLAB
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metadata_path = 'Y:\laura_berkowitz\app_ps1_ephys\behavior\behavior_metadata.csv'; meta = readtable(metadata_path,"Delimiter",','); basepaths = unique(meta.basepath); basepaths = basepaths(~contains(basepaths,'hpc01')); % remove for now basenames = basenameFromBasepath(basepaths); for i = 1:length(basepaths) ...
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MATLAB
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function [dim] = pos2dim(pos) % POS2DIM reconstructs the volumetric dimensions from an ordered list of % positions. % % Use as % [dim] = pos2dim(pos) % where pos is an ordered list of positions. % % The output dim is a 3-element vector which correspond to the 3D % volumetric dimensions % % See also POS2TRANSFORM ...
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MATLAB
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function [LAN] = del_trials(LAN, trials) % % v.1 form eliminar.m 9.4.2009 if iscell(LAN) for lan = 1:length(LAN) [LAN{lan}] = del_trials_st(LAN{lan}, trials{lan}); end else [LAN] = del_trials_st(LAN, trials); end end function [LAN] = del_trials_st(LAN, trials) LAN.data_del.data = []; LAN....