How to use cellfun?
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Hi all,
I have two 21 x1 cells (t_sq_mtw / t_sq_dot_1) containg 100x18 tables.
The below code calculates three parameters (a0_longhand/ a1_longhand/rSq_longahnd) for one variable (P_acc_z_meancycle) from correspoding first pair of tables.
I was wondering how could I apply cellfun to apply the code to all tables (not just one as in the code below)? Can you help please?
Pref = (t_sq_mtw{1, 1}.P_acc_z_meancycle); %variable one from data set 1
Pa = (t_sq_dot_1{1, 1}.P_acc_z_meancycle); %%variable one from data set 2
for i=1:length(Pref)
temp_toprow(i)=(Pref(i,1)-mean(Pref))*(Pa(i,1)-mean(Pa));
temp_bottomrow(i)=(Pref(i,1)-mean(Pref))^2;
end
toprow=sum(temp_toprow);
bottomrow=sum(temp_bottomrow);
a1_longhand=toprow/bottomrow;
a0_longhand=mean(Pa)-(a1_longhand*mean(Pref));
n=length(Pa);
x=Pref;
y=Pa;
toprow=(n*(sum(y.*x)))-(sum(x)*sum(y));
bottomrow=sqrt(((n*sum(x.^2))-(sum(x))^2)*((n*sum(y.^2))-(sum(y))^2));
r=toprow/bottomrow;
rSq_longhand=r^2;
if a1~=a1_longhand
warning(1)=1;
else
warning(1)=0;
end
if a0~=a0_longhand
warning(2)=1;
else
warning(2)=0;
end
if rSq~=rSq_longhand
warning(3)=1;
else
warning(3)=0;
end
This is the first part of the code were cellfun is sucessfully used.
% do polyfit() of P_acc_z_meancycle for each pair of tables
p = cellfun(@(x,y)polyfit(x.P_acc_z_meancycle,y.P_acc_z_meancycle,1), ...
t_sq_mtw,t_sq_dot_1,'UniformOutput',false);
p = cell2mat(p); % p is a 21-by-2 matrix of coefficients from polyfit()
a1 = p(:,1);
a0 = p(:,2);
% do corrcoef() of P_acc_z_meancycle for each pair of tables:
r = cellfun(@(x,y)corrcoef(x.P_acc_z_meancycle,y.P_acc_z_meancycle), ...
t_sq_mtw,t_sq_dot_1,'UniformOutput',false);
rSq = cellfun(@(x)x(1,2)^2,r); % rSq is a 21-by-1 column vector of r-squared values from corrcoef()
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采纳的回答
Voss
2022-3-22
You can make that code into its own function and then use cellfun() to call that function on all pairs of tables:
load('Data1.mat'); % t_sq_mtw
load('Data2.mat'); % t_sq_dot_1
% call get_longhand() on each pair of tables' P_acc_z_meancycle
[a1_longhand,a0_longhand,rSq_longhand] = cellfun( ...
@(x,y)get_longhand(x.P_acc_z_meancycle,y.P_acc_z_meancycle), ...
t_sq_mtw,t_sq_dot_1);
disp([a1_longhand a0_longhand rSq_longhand]);
function [a1_longhand,a0_longhand,rSq_longhand] = get_longhand(Pref,Pa)
for i=1:length(Pref)
temp_toprow(i)=(Pref(i,1)-mean(Pref))*(Pa(i,1)-mean(Pa));
temp_bottomrow(i)=(Pref(i,1)-mean(Pref))^2;
end
toprow=sum(temp_toprow);
bottomrow=sum(temp_bottomrow);
a1_longhand=toprow/bottomrow;
a0_longhand=mean(Pa)-(a1_longhand*mean(Pref));
n=length(Pa);
x=Pref;
y=Pa;
toprow=(n*(sum(y.*x)))-(sum(x)*sum(y));
bottomrow=sqrt(((n*sum(x.^2))-(sum(x))^2)*((n*sum(y.^2))-(sum(y))^2));
r=toprow/bottomrow;
rSq_longhand=r^2;
end
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