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Matching Pursuit EEGLAB plugin
License: GNU General Public License v3.0
This project forked from karolaug/mp-eeglab-plugin
Matching Pursuit EEGLAB plugin
License: GNU General Public License v3.0
% MP EEGLAB plugin % % Copyright (C) 2013 Tomasz Spustek, Konrad Kwaśkiewicz, Karol Auguštin % % This program is free software: you can redistribute it and/or modify % it under the terms of the GNU General Public License as published by % the Free Software Foundation, either version 3 of the License, or % (at your option) any later version. % % This program is distributed in the hope that it will be useful, % but WITHOUT ANY WARRANTY; without even the implied warranty of % MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the % GNU General Public License for more details. % % You should have received a copy of the GNU General Public License % along with this program. If not, see <http://www.gnu.org/licenses/>. % % Tomasz Spustek <[email protected]> % Konrad Kwaśkiewicz <[email protected]> % Karol Auguštin <[email protected]> ------------------------------------------------------------------------------------------------------------------------ 1. Authors and copyrights This EEGLAB plugin was written by Tomasz Spustek, Konrad Kwaśkiewicz, Karol Auguštin and published under the terms of the GNU General Public License 3. ------------------------------------------------------------------------------------------------------------------------ 2. Appliance This software implements matching pursuit algorithm to be used in data analysis under EEGLAB toolbox. Program allows a user to perform calculations and visualize the results. ------------------------------------------------------------------------------------------------------------------------ 3. Usage To use this software you need: - Matlab, version 2011a or newer - Eeglab, version 11_0_4_3b or newer To install this plugin you need to place its entire directory inside the eeglab-directory/plugins/, where eeglab-directory is a directory in which your eeglab is located. ------------------------------------------------------------------------------------------------------------------------ 4. Functionalities After installation you should be able to locate this plugin in the eeglab main menu under Tools > Matching Pursuit analysis. This software consists of three direct functionalities: - Calculate MP (mp_calc.m) - carry out the Matching Pursuit procedure and gives EEG.book structure as an output. Requires several parameters as an input (check doc string for details). This procedure is also accessible by pop_mp_calc.m - recommended. - View time-frequency maps (view_mp_maps.m) - plots reconstruction of a given signal (by means of functions from MP dictionary) and its representation in time-frequency domain. Requires EEG.book structure. - Inspect resulting decomposition (view_mp_atoms.m) - plots comparison of original signal and its reconstruction. Requires EEG.book structure. ------------------------------------------------------------------------------------------------------------------------ 5. Matching Pursuit Algorithm The Matching Pursuit algorithm (MP), first proposed by Mallat and Zhang (1993), decomposes a signal into a linear combination of functions selected form a predefined set of function — the dictionary D. The dictionary is usually constructed from well behaving functions (well localized in time-frequency space), and usually is redundant as compared to a base spanning the signal space. MP has the desired property of explaining the signal in terms of time-frequency localized structures, and due to the redundancy of the dictionary, the explanation is very flexible. More information about MP method could be find: http://brain.fuw.edu.pl/~durka/ksiazki/UNI.html
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