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Norbert Marwan
CRP Toolbox for MATLAB
Commits
644dbd09
Commit
644dbd09
authored
17 years ago
by
marwan
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migram.m
+27
-12
27 additions, 12 deletions
migram.m
with
27 additions
and
12 deletions
migram.m
+
27
−
12
View file @
644dbd09
...
...
@@ -16,13 +16,16 @@ function [c_out, l_out, t_out] = migram(varargin)
% I = MIGRAM(A,B,MAXLAG,WINDOW,NOVERLAP,NBINS) calculates the mutual
% information based on histograms with the number of bins NBINS.
%
% I = MIGRAM(...,'norm') calculates the renormalised mutual
% information, which is I/log(NBINS) and ensures a value range [0 1].
%
% [I,L,T] = MIGRAM(...) returns a column of lag L and one of time T
% at which the mutual information is computed. L has length equal
% to the number of rows of I, T has length k.
%
% I = MIGRAM(A,B) calculates windowed mutual information using defeault
% settings; the defeaults are MAXLAG = floor(0.1*N), WINDOW = floor(0.1*N),
% NOVERLAP = 0 and NBINS = 10. You can tell
CORR
GRAM to use the defeault
% NOVERLAP = 0 and NBINS = 10. You can tell
MI
GRAM to use the defeault
% for any parameter by leaving it off or using [] for that parameter, e.g.
% MIGRAM(A,B,[],1000).
%
...
...
@@ -44,7 +47,7 @@ function [c_out, l_out, t_out] = migram(varargin)
% $Revision$
error
(
nargchk
(
2
,
6
,
nargin
))
error
(
nargchk
(
2
,
7
,
nargin
))
verbose
=
0
;
x
=
varargin
{
1
};
y
=
varargin
{
2
};
...
...
@@ -66,32 +69,40 @@ maxlag = floor(nx/10);
window
=
floor
(
nx
/
10
);
noverlap
=
0
;
nbins
=
10
;
norm
=
0
;
i_num
=
find
(
cellfun
(
'isclass'
,
varargin
,
'double'
));
i_char
=
find
(
cellfun
(
'isclass'
,
varargin
,
'char'
));
if
length
(
varargin
)
>
2
&
~
isempty
(
varargin
{
3
})
maxlag
=
varargin
{
3
};
if
length
(
i_num
)
>
2
&
~
isempty
(
varargin
{
i_num
(
3
)
})
maxlag
=
varargin
{
i_num
(
3
)
};
if
maxlag
<
0
,
error
(
'Requires positive integer value for maximum lag.'
),
end
if
length
(
maxlag
)
>
1
,
error
(
'Requires MAXLAG to be a scalar.'
),
end
end
if
length
(
varargin
)
>
3
&
~
isempty
(
varargin
{
4
})
window
=
varargin
{
4
};
if
length
(
i_num
)
>
3
&
~
isempty
(
varargin
{
i_num
(
4
)
})
window
=
varargin
{
i_num
(
4
)
};
if
window
<=
0
,
error
(
'Requires positive integer value for window length.'
),
end
if
length
(
window
)
>
1
,
error
(
'Requires WINDOW to be a scalar.'
),
end
end
if
length
(
varargin
)
>
4
&
~
isempty
(
varargin
{
5
})
noverlap
=
varargin
{
5
};
if
length
(
i_num
)
>
4
&
~
isempty
(
varargin
{
i_num
(
5
)
})
noverlap
=
varargin
{
i_num
(
5
)
};
if
noverlap
<
0
,
error
(
'Requires positive integer value for NOVERLAP.'
),
end
if
length
(
noverlap
)
>
1
,
error
(
'Requires NOVERLAP to be a scalar.'
),
end
if
noverlap
>=
window
,
error
(
'Requires NOVERLAP to be strictly less than the window length.'
),
end
end
if
length
(
varargin
)
>
5
&
~
isempty
(
varargin
{
6
})
noverlap
=
varargin
{
6
};
if
length
(
i_num
)
>
5
&
~
isempty
(
varargin
{
i_num
(
6
)
})
noverlap
=
varargin
{
i_num
(
6
)
};
if
nbins
<=
0
,
error
(
'Requires positive integer value for NBINS.'
),
end
if
length
(
nbins
)
>
1
,
error
(
'Requires NBINS to be a scalar.'
),
end
end
% normalise the result
for
i
=
1
:
length
(
i_char
)
if
strcmpi
(
varargin
(
i_char
(
i
)),
'norm'
),
norm
=
1
;
end
end
% prepare time delayed signals
...
...
@@ -108,7 +119,6 @@ if verbose, h = waitbar(0,'Compute mutual information'); end
% -MAXLAG:0
[
Yi
dummy
]
=
buffer
(
Y
(:,
1
),
window
,
noverlap
,
'nodelay'
);
Yi
=
normalize
(
Yi
);
if
exist
(
'accumarray'
,
'builtin'
)
==
5
for
i
=
1
:
size
(
X
,
2
),
if
verbose
,
waitbar
(
cnt
/(
2
*
size
(
X
,
2
))),
end
[
Xi
dummy
]
=
buffer
(
X
(:,
i
),
window
,
noverlap
,
'nodelay'
);
...
...
@@ -148,6 +158,12 @@ warning on
t
=
(
1
:
nx
/
size
(
Xi
,
2
):
nx
)
'
;
l
=
(
-
maxlag
:
maxlag
)
'
;
% if result has to be normalised
if
norm
C
=
C
/
log
(
nbins
);
end
% display and output result
if
nargout
==
0
newplot
...
...
@@ -236,4 +252,3 @@ function Z = MI5(x, y, nbins)
Z
(
i
)
=
Ix
+
Iy
-
Ixy
;
end
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