mani.asv

流形学习程序

function varargout = mani(varargin)
% mani: MANIfold learning demonstration GUI
%   by Todd Wittman, Department of Mathematics, University of Minnesota
%   E-mail [e-mail] with comments & questions.
%   MANI Website: http://www.math.umn.edu/~wittman/mani/index.html
%   Last Modified by GUIDE v2.5 10-Apr-2005 13:28:36
% 
%   Methods obtained from various authors.
%      MDS -- Michael Lee
%      ISOMAP -- J. Tenenbaum, de Silva, & Langford
%      LLE -- Sam Roweis & Lawrence Saul
%      Hessian LLE  -- D. Donoho & C. Grimes
%      Laplacian -- M. Belkin & P. Niyogi
%      Diffusion Map -- R. Coifman & S. Lafon
%      LTSA -- Zhenyue Zhang & Hongyuan Zha


% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name',       mfilename, ...
                   'gui_Singleton',  gui_Singleton, ...
                   'gui_OpeningFcn', @mani_OpeningFcn, ...
                   'gui_OutputFcn',  @mani_OutputFcn, ...
                   'gui_LayoutFcn',  @mani_LayoutFcn, ...
                   'gui_Callback',   []);
if nargin & isstr(varargin{1})
    gui_State.gui_Callback = str2func(varargin{1});
end

if nargout
    [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
    gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT


% --- Executes just before mani is made visible.
function mani_OpeningFcn(hObject, eventdata, handles, varargin)
handles.output = hObject;
guidata(hObject, handles);
axes(handles.maniAXES);
axis off;
axes(handles.embedAXES);
axis off;
handles.X = 0;
handles.ColorVector = 0;
handles.Y = 0;
handles.isExample = 0;
handles.K = 12;
handles.d = 2;
handles.sigma = 1.45;
handles.runTime = 0;
handles.alpha = 0;
guidata(hObject, handles);
warning off;


% --- Outputs from this function are returned to the command line.
function varargout = mani_OutputFcn(hObject, eventdata, handles)
varargout{1} = handles.output;


function MatrixEdit_CreateFcn(hObject, eventdata, handles)
% Hint: edit controls usually have a white background on Windows.
%       See ISPC and COMPUTER.
if ispc
    set(hObject,'BackgroundColor','white');
else
    set(hObject,'BackgroundColor',get(0,'defaultUicontrolBackgroundColor'));
end



function MatrixEdit_Callback(hObject, eventdata, handles)
% Hints: get(hObject,'String') returns contents of MatrixEdit as text
%        str2double(get(hObject,'String')) returns contents of MatrixEdit as a double


function FileEdit_CreateFcn(hObject, eventdata, handles)
% Hint: edit controls usually have a white background on Windows.
%       See ISPC and COMPUTER.
if ispc
    set(hObject,'BackgroundColor','white');
else
    set(hObject,'BackgroundColor',get(0,'defaultUicontrolBackgroundColor'));
end



function FileEdit_Callback(hObject, eventdata, handles)
% Hints: get(hObject,'String') returns contents of FileEdit as text
%        str2double(get(hObject,'String')) returns contents of FileEdit as a double


% --- Executes on button press in LoadMatrix.
function LoadMatrix_Callback(hObject, eventdata, handles)
handles.X = evalin ('base', get(handles.MatrixEdit,'String'));
handles.isExample = 0;
guidata(hObject, handles);
PlotManifold(hObject,eventdata,handles,0);
updateString{1} = ['Matrix ',get(handles.MatrixEdit,'String'),' loaded.'];
set(handles.UpdatesText,'String',updateString);
guidata(hObject, handles);


% --- Executes on button press in LoadFile.
function LoadFile_Callback(hObject, eventdata, handles)
Xtemp = dlmread(get(handles.FileEdit,'String'),' ');
[m,n] = size(Xtemp);
% Check if last column is all zeros.  Reading error.
if max(abs(Xtemp(:,n))) == 0
    Xtemp = Xtemp(1:m,1:n-1);
end;
handles.X = Xtemp;
handles.isExample = 0;
guidata(hObject, handles);
PlotManifold(hObject,eventdata,handles,0);
updateString{1} = ['File ',get(handles.FileEdit,'String'),' loaded.'];
set(handles.UpdatesText,'String',updateString);
guidata(hObject, handles);