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setinfnantomean.m
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function x = setinfnantomean(x, dim, t)
% setinfnantomean - set Inf/NaN in input to mean (over dim)
%
% FORMAT: x = setinfnantomean(x [, dim [, t]])
%
% Input fields:
%
% x data
% dim optional dimension, default: 1st non-singleton
% t threshold (if more than t Inf/NaN values, set all to 0)
% whereas t can be 0...1 (relative) 1...N absolute or
% special value 's' for >= sqrt(size(x,dim))
%
% Output fields:
%
% x data with Inf/NaN values replaced by mean over dim
% Version: v0.9a
% Build: 10051716
% Date: May-17 2010, 10:48 AM EST
% Author: Jochen Weber, SCAN Unit, Columbia University, NYC, NY, USA
% URL/Info: http://neuroelf.net/
% Copyright (c) 2010, Jochen Weber
% All rights reserved.
%
% Redistribution and use in source and binary forms, with or without
% modification, are permitted provided that the following conditions are met:
% * Redistributions of source code must retain the above copyright
% notice, this list of conditions and the following disclaimer.
% * Redistributions in binary form must reproduce the above copyright
% notice, this list of conditions and the following disclaimer in the
% documentation and/or other materials provided with the distribution.
% * Neither the name of Columbia University nor the
% names of its contributors may be used to endorse or promote products
% derived from this software without specific prior written permission.
%
% THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
% ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
% WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
% DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS BE LIABLE FOR ANY
% DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
% (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
% LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
% ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
% (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
% SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
% argument check
if nargin < 1 || ...
~isnumeric(x)
error( ...
'neuroelf:BadArgument', ...
'Bad or missing first argument.' ...
);
end
if nargin < 2 || ...
~isa(dim, 'double') || ...
numel(dim) ~= 1 || ...
isinf(dim) || ...
isnan(dim) || ...
dim < 1 || ...
dim > ndims(x)
dim = findfirst(size(x) > 1);
if isempty(dim)
dim = 1;
end
end
% get mean over dim
[m, ge] = meannoinfnan(x, dim);
% replicate along dim
xnd = ndims(x);
rsz = ones(1, xnd);
rsz(dim) = size(x, dim);
m = repmat(m, rsz);
x(~ge) = m(~ge);
% threshold number of Inf/NaN values?
if nargin > 2 && ...
numel(t) == 1 && ...
((isa(t, 'double') && ...
~isinf(t) && ...
~isnan(t) && ...
t >= 0 && ...
t <= size(x, dim)) || ...
(ischar(t) && ...
lower(t) == 's'))
if ischar(t)
t = sqrt(size(x, dim));
elseif t < 1
t = t * size(x, dim);
end
ge = repmat(sum(~ge, dim, 'double') >= t, rsz);
x(ge) = 0;
end