Plotting Iteration in K-mean Clustering With MATLAB - matlab

I have a problem with kmean. I would like to plot the value of the CostFunction ("sum" in the output shown below) vs. Iteration ("iter") obtained with the kmean algorithm. By altering the input options you can obtain this:
14 iterations, total sum of distances = 731.224
iter phase num sum
1 1 604 847.577
2 1 56 818.135
....
Using this data I want to draw something like this.

Since the iteration-by-iteration progress is apparently not being stored in some object which you can query you have to collect the info being displayed at the command line. One way to do this is as follows:
diary temp
% ....
% execute kmeans here, something like this:
% km = kmeans(H',nbin,'Display','iter');
% ....
diary off
% now extract the line by line result from the diary file called "temp"
fid=fopen('temp');
dat=textscan(fid,'%s');
fclose(fid);
delete temp
dat=dat{1};
i1=find(~cellfun('isempty',strfind(dat,'sum')));
ie=find(~cellfun('isempty',strfind(dat,'iterations')));
i1=i1(1)+1;
Nd=str2num(dat{ie(1)-1});
ie=Nd*4+i1-1;
dat=reshape(str2num(strvcat(dat{i1:ie})),4,Nd)';
iter = dat(:,1) % <-- iterations
sm = dat(:,4) % <-- sum
There may be some way to streamline reading the diary file but this worked for me.
Edit
Before attempting to run a function it's always wise to look over the documentation:
doc kmeans

If iter and sum are stored as variables, you may simply call
plot( iter , sum , 'r' , 'LineWidth' , 1.5 )
or, simplier
plot(sum)
EDIT
I am not familiar with the function, but for saving as workspace variables I would do as follows:
[IDX,C,sumd,D] = kmeans(X,k)
and then just stay with what I mentioned above.

Related

Run the for loop only once Matlab

total_Route = zeros(4,4);
tmp = evalin('base', 't'); % i initialise t in the Workspace with the value 1
if(tmp==5)
tmp=1;
end
total_Route(tmp,1) = Distance_Traveled_CM;
total_Route(tmp,2) = Hauptantrieb_Verbrauchte_Energie_CM;
total_Route(tmp,3) = Nebenaggregate_Verbrauch_Real_CM;
total_Route(tmp,4) = t;
Total_Distance_Traveled_CM = sum(total_Route(:,1));
set(handles.edit3, 'string',Total_Distance_Traveled_CM);
Total_Hauptantrieb_Verbrauchte_Energie_CM = sum(total_Route(:,2));
set(handles.edit4, 'string',Total_Hauptantrieb_Verbrauchte_Energie_CM);
Total_Nebenaggregate_Verbrauch_Real_CM = sum(total_Route(:,3));
set(handles.edit5, 'string',Total_Nebenaggregate_Verbrauch_Real_CM);
%% Index
set(handles.edit15, 'string',tmp);
assignin('base', 't', tmp + 1); % with this line i can increment "t" after each pass
guidata(hObject,handles);
Sorry that I did not explain my problem well.
#Sardar_Usama I want to run the loop only once but t should be incremented after each time I click on my Button.
# Sembei Norimaki end is at the end of my codes, have forgotten to write it in my question
#Patrik & #Dennis Jaheruddin let me explain my problem again
I created a Matrix with 4×4 Elements with the Goal to save the results of each my Variable (Total_Distance_Traveled_CM, Total_Hauptantrieb_Verbrauchte_Energie_CM etc...) after each Simulation in the element of my Matrix (See image below).
I want by pressing a button (on my GUI) to get always the sum of each Column.
Example
The first pass: t = 1--> Distance_Traveled(1,1) is 900 the GUI will take through clicking on the Button, the sum of the first column (which is 900+0+0+0) and write it in a static test.
The second pass t = 2--> Distance_traveled(2,1) is 800 the GUI will take the sum of the first column (which is 900+800+0+0) and write it in a static test and the same thing should happen with the other column.
This should continue until t = 4 i.e. until it does the same thing for each column, then it should reset.
I hope, I have explained my problem better this time and I apologize for my bad English.
I appreciate any help.
Based on your code fragment the for loop is only called once.
However, the contents of the for loop are ran for four times. (first for i=1 then for 1=2 etc..)
If you only want to run one of these options the solution is very simple:
i = 1
yourLoopContent
If i is always 0 the first time, and you always want to run it for the current i, it would also be simple:
yourLoopContent
i = i+1;
However if i may not be set properly the first time, things get messy. This is because i is by default defined as the square root of minus 1.
Therefore I would recommend you to use a different letter like t instead. Then you could do this:
if ~exists(t)
t=0;
end
yourLoopContent %Everywhere using t instead of i
t = t+1;
In general you may want to avoid i as an index to stay clear of complex number issues.
I'm not sure if I got your question correctly, but it seems to me that what you look for is a cumulative sum. This can be done either buy summing on 1:t or by using cumsum. I'm not sure why you use a loop, but if this is only for the summing then cumsum can replace that.
Here is some example in your code:
total_Route = zeros(4,4);
% I commented below what is not part of the question
for t = 1:4
total_Route(t,:) = [Distance_Traveled_CM,
Hauptantrieb_Verbrauchte_Energie_CM,
Nebenaggregate_Verbrauch_Real_CM,
t];
% the following line compute the comulative sum from the top of each
% column to every element in it, so cs_total_Route(3,2) is like
% sum(total_Route(1:3,2)):
cs_total_Route = cumsum(total_Route);
Total_Distance_Traveled_CM = cs_total_Route(t,1); % OR sum(total_Route(1:t,1))
% set(handles.edit3, 'string',Total_Distance_Traveled_CM);
Total_Hauptantrieb_Verbrauchte_Energie_CM = cs_total_Route(t,2); % OR sum(total_Route(1:t,2))
% set(handles.edit4, 'string',Total_Hauptantrieb_Verbrauchte_Energie_CM);
Total_Nebenaggregate_Verbrauch_Real_CM = cs_total_Route(t,3); % OR sum(total_Route(1:t,3))
% set(handles.edit5, 'string',Total_Nebenaggregate_Verbrauch_Real_CM);
% set(handles.edit15, 'string',t);
end
And here is a quick look on what cumsum does (with some random numbers for total_Route):
total_Route =
671 4.6012 1.0662 1
840 3.6475 0.58918 2
354 8.6056 2.1313 3
893 4.1362 2.0118 4
cs_total_Route =
671 4.6012 1.0662 1
1511 8.2487 1.6554 3
1865 16.854 3.7867 6
2758 20.991 5.7985 10
Is this what you looked for?

beginner:referencing a cell containing a zero matlab

So far I have got this code:
clear all; % clears all variables from your workspace
close all; % closes all figure windows
clc; % clears command window
%%=============================================
%%define number of trials and subjects
%%=============================================
njump=81;
nsbj=6;
%%
%%==============================================
%%defining size of cell that will be created
%%==============================================
data=cell(njump,1);
%%
%%==============================================
%%defining gravity and frame rate per second (fps)
%%==============================================
fps=0.001; %frames per second
g=-9.81; %acceleration
%%
%%==============================================
%%read in excel data in CSV format
%%===============================================
for i=1:njump;
x=sprintf('Trial%02d.csv',i),sprintf('Trial%02d',i),'A1:E7000';;% jump data
data{i}=xlsread(x,'A1:E7000');
%%===============================================
%%defining total no. of frames and time of flight
%tnf=total number of frames equal to zero
%n = nnz(X) returns the number of nonzero elements in matrix X.
%%===============================================
% myMax(i) = nanmax(data{i}(:,5));
% vals = find(data{i}(:,5) > (myMax(i) - 10));
% pointsInAir = numel(vals,i);
tnf(i,1) = size(data{i,1},1) - nnz(data{i,1}(:,5)); %number of zeros
tof(i)=tnf(i)*fps; %Time of flight is equal to this
jh(i,1)=(-g*(tof(i).^2)/8); %defining jump height
%%=================================================
%%to find average power first use "find" function to find the first zero in
%%Fz, have the cell referenced
%%then use nanmean for average power(av_pwr)
%%use nanmin for peak power (peak_pwr)
%%=================================================
n = 1; % the following call to find retrieves only the n first element(s) found.
ref= find(data{i,1}(:,5)==0, n, 'first');
% ref=find(data(:,5)==0);
peak_pwr(i,1) = nanmin (data {i,1}(1:ref,5)); %preak power in coloumn E1 in all data with reference to cell found
av_pwr(i,1)=nanmean(data {i,1}(1:ref,5));%average power in coloumn E1 in all data with reference to cell found
%%==================================================
%%Plot the results onto a time vs jump height, time vs average power and
%%time vs peak power
However the part that is hard is trying to find the first zero in column E which is the 5th column to use as a reference cell. I want to use this reference cell so that I can do my average and peak power calcs. that use the numbers before this zero.
In this case ref is empty so you cannot access the first element.
If you think that ref should not be empty you need to go back further to see where things go wrong. Otherwise, you can use something like:
if any(ref)
%Do something
else
%Return the default value/do alternative action
end
It could help to have an example of what's in data. I have created one which might be similar to yours :
data{1,1}=magic(6)-10
Now in this matrix, column 5 actually does have a zero element so ref= find(data{1,1}(:,5)==0); ref(1) actually works and retrieves the first index of a zero element. However, if it didn't, you would be trying to access the first element of an empty matrix.
Try instead using the second (and perhaps third) arguments of find to achieve this :
n = 1;
% the following call to find retrieves only the n first element(s) found.
ref= find(data{1,1}(:,5)==0, n, 'first');
The rest of your code seems like it should work, although from the looks of it i have a feeling your loop (i take it you are using a loop for i) could maybe be vectorized.
Hope this helps :)
Tepp

Matlab: collect all results from multiple run script

I'm got a script that produce a column of 36 values.
I would save these 36 values in rows in Excel.
At the moment, I have to run the script each time so I can change the xlrange value, eg: A1 to A1000.
I tried looping the script, and tried to write the values into a new column of a new variable, say mm.
For i=1:1000
Scriptnamehere
mm(i,:)=m or mm(:,i)
Write in excel script here
End
It failed to recognize i for mm.
You have to preallocate the Matrix mm:
N = 1000; % number of iterations
num_rows = 36; % number of values in every iteration
mm = zeros(num_rows, N); % preallocation
for k = 1:N % don't use i as index variable
% call script with k, receive m
mm(:, k) = m;
end
Maybe use simple assignemt mm = m (I suppose m is the value You got from the script), in You case You tried to assign 36 values to for example mm(1), which would not work. On the other hand I would not recomend to use i as variable for the looping, because it is already predefined by Matlab as imaginary number
For i=1:1000
Scriptnamehere
mm = m
Write in excel script here
End

How can I view all elements of a structure of arrays without writing a FOR-loop?

I am interested in seeing all the elements in the :
result(:,:).randMin(1:4,2:end)
in which the result(a=1:24, d=1:5).
In general is it possible to access them without a loop and cat ?
You cannot use the [] trick with multi-level indexing, but if all of randMin are 128 x 11 arrays:
out = [result(1:24,1:5).randMin];
out = reshape(out,[128 11, 24, 5]);
out = out(1:4,2:end,:,:);
Final result has size of 4 x 10 x 24 x 5 where the first two are your randMin(1:4,2:end), and last two dimensions are your a and d respectively.
It looks like you are looking for getfield:
getfield( result, {1:24, 1:5}, 'randMin', {1:4, 2:end} );
I'm a bit rusty with this command and you might need to play with it a bit to make it work.
Read its manual and good luck!
I don't think it is possible because randMin could be something else for every field in result. result(1,1).randMin could be a matrix, result(1,2).randMin could be a vector, result(2,1).randMin could be 4-dimensional...you see where I'm going with this.
So there is no way of knowing the dimensions or the size of each result's randMin without looping through all fields in result. If there is a function that does what you want, it will have to use a loop internally, so you might as well use a loop yourself.
Edit:
If it is constant you can try something like this:
%Generating matrix struct results(a,b).randMin(c,d)
dim1=24;
dim2=5;
dim3=128;
dim4=11;
% value=0;
% for i=1:dim1
% for j=1:dim2
% for k=1:dim3
% for l=1:dim4
% results(i,j).randMin(k,l)=value;
% value=value+1;
% end
% end
% end
% end
%Getting the values
range1=1:24;
range2=1:5;
range3=1:4;
range4=2:dim4;
myMat=[results(range1, range2).randMin];
myContainer=reshape(myMat, dim3, dim4, length(range1), length(range2));
desiredValues=myContainer(range3, range4,:,:);
In the end, desiredValues will have the values you want, but the indices switched sides, instead of results(a,b).randMin(c,d) it is now desiredValues(c,d,a,b).
As I didn't know exactly how your struct looks like, I defined dim1 to dim4 as maximum values for the indices a to d. You can use range1 to range4 to select your desired values.

Output loop result in Matlab

Hi have this code and I don't know how to put the output result with every pixel.I think the output code are not well defined.
EDIT:
I'm going to try to explain the code:
% I have an image
imagen1=imread('recor.tif');
imagen2= double(imagen1);
band1= imagen2(:,:,1);
% I preallocate the result (the image size is 64*89*6)
yvan2= zeros(61,89,1);
% For every pixel of the image, I want to get one result (each one is different).
for i = 1 : nfiles
for j = 1 : nrows
for i = 1:numel(band1)
% I'm doing this because I've to multiply the results of this interpolation with that result a2ldb1y= ldcm_1(:,1). This vector has a length of 2151x1 and I need to muliply the result of the interpolation for (101:267) position on the vector, this is the reason because I'm doing the interpolation since 101 to 267 (also because I don't have that values).
interplan= interp1(van1,man2,t2,'spline');
ma(96) = banda1a(i); % I said 96, because I want to do an interpollation
end
van1= [101 96 266]';
mos1= ma(134);
van2= [0 pos1 0];
t= 101:267;
t2= t';
xi= 101:1:267;
xi2=xi';
interplan= interp1(van1,van2,t2,'spline');
% After this, I 'prepare' the vector.
out=zeros(2151,1)
out(101:267) = interplan;
% And then, I do all this operation (are important for the result)
a2ldb1y= ldcm_1(:,1);
a2ldsum_pesos1= sum(a2ldb1y);
a2l7dout1_a= a2ldb1y.*out;
a2l7dout1_b= a2l7dout1_a./a2ldsum_pesos1;
a2l7dout1_c= sum(a2l7dout1_b);
% And the result a2l7dout1_c I want it for every pixel (the results are different because every pixel has a different value...)
**yvan2(:,:,1)= [a2l7dout1_c];**
end
end
Thanks in advance,
I'm shooting in the dark here, but I think you're looking for:
yvan2(i, j, 1)= a2l7dout1_c;
instead of:
yvan2(:,:,1)= [a2l7dout1_c];
and thus your output should be stored in the variable yvan2 after the loops are done.
P.S
Some issues in your code:
Why do you have two loops using the same iteration variable i? Your calculations are probably incorrect since i is being modified by two for loops.
Why do you even need the second loop? Each iteration overruns the value of ma(134) set by the previous iteration. You can just replace the entire loop with:
ma(134) = banda1a(numel(band1))
You shouldn't be using the names i and j for loop variables. They are already reserved for the imaginary unit (that is, sqrt(-1)), so MATLAB needs extra processing time for name resolution. You'd rather use other loop variable names instead, even ii and jj.