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b/Supporting Functions/HjorthParameters.m |
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function [mobility,complexity] = HjorthParameters(xV) |
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% [mobility,complexity] = HjorthParameters(xV) |
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% HJORTHPARAMETERS computes the Hjorth parameters mobility and complexity. |
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% INPUTS: |
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% - xV : The given scalar time series (vector of size n x 1). |
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% OUTPUTS |
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% - mobility |
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%======================================================================== |
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% <HjorthParameters.m>, v 1.0 2010/02/11 22:09:14 Kugiumtzis & Tsimpiris |
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% This is part of the MATS-Toolkit http://eeganalysis.web.auth.gr/ |
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%======================================================================== |
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% Copyright (C) 2010 by Dimitris Kugiumtzis and Alkiviadis Tsimpiris |
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% <dkugiu@gen.auth.gr> |
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%======================================================================== |
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% Version: 1.0 |
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% LICENSE: |
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% This program is free software; you can redistribute it and/or modify |
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% it under the terms of the GNU General Public License as published by |
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% the Free Software Foundation; either version 3 of the License, or |
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% any later version. |
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% |
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% This program is distributed in the hope that it will be useful, |
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% but WITHOUT ANY WARRANTY; without even the implied warranty of |
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% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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% GNU General Public License for more details. |
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% |
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% You should have received a copy of the GNU General Public License |
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% along with this program. If not, see http://www.gnu.org/licenses/>. |
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%========================================================================= |
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% Reference : D. Kugiumtzis and A. Tsimpiris, "Measures of Analysis of Time Series (MATS): |
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% A Matlab Toolkit for Computation of Multiple Measures on Time Series Data Bases", |
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% Journal of Statistical Software, in press, 2010 |
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% Link : http://eeganalysis.web.auth.gr/ |
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%========================================================================= |
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n = length(xV); |
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dxV = diff([0;xV]); |
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ddxV = diff([0;dxV]); |
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mx2 = mean(xV.^2); |
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mdx2 = mean(dxV.^2); |
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mddx2 = mean(ddxV.^2); |
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mob = mdx2 / mx2; |
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complexity = sqrt(mddx2 / mdx2 - mob); |
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mobility = sqrt(mob); |