MATLAB implements the kmeans algorithm ..
% Random acquisition of 150 points x = [randn (50, 2) + ones (50, 2); randn (50, 2)-ones (50, 2); randn (50, 2) + [ones (50, 1 ), -ones (50,1)]; opts = statset ('display', 'final '); % call the kmeans function % x n * P data matrix % idx N * 1 vector, storing the matrix of the clustering label % CTRs K * P for each vertex, stores the sum of % sumd 1 * K and vectors of K cluster center locations, and stores th
Contact Kmeans algorithm for a long time, but has not been well understood how. Recommend a few good links.Http://coolshell.cn/articles/7779.htmlhttp://blog.csdn.net/zouxy09/article/details/9982495Http://www.360doc.com/content/13/1122/14/10724725_331295214.shtmlOne of the most basic procedures for using MATLAB functionsyangben= load (' F:\iris.txt '); S=size (Yangben); hang=s (1); Lie=s (2); X=yangben (:, 1:4); Opts=statset (' Display ', ' final ' ); k=3; [Idx,
intervals)
The ' ctrs ' vector specifies the midpoint of each interval
The ' edges ' vector specifies the bounds of each interval
Note: The above three parameters cannot be specified at the same time, and only one of the parameters can be specified at a time, since the last two parameters already potentially specify the number of packets
% read file score. xls the data in the g2:g52 in the first worksheet, which is the total score dataScore=xlsread (
This tutorial is a simple method to introduce PS to turn the black chapter into a red chapter. The tutorial is more basic and suitable for beginners to learn. we recommend that you go to the foot home, if you like it, come and learn it. PS: A Simple Introduction to turning the black chapter into a red chapter
1. open the PS software and open the graph to be created.
2. image-mode-RGB color
3. click the blank space with the Magic Wand tool
4. select -- invert (ctrl + shift + I)
5.
the Google quality score.
(1)The historical clickthrough rate (CTR) of the keyword and the matched ad on Google.
Clickthrough rate (CTR) is the number of clicks your ad has es divided by the number of times your ad is shown (impressions) via Google search only. your ads and keywords each have their own CTRs, unique to your own campaign performance.
Clickthrough rate is the most significant component of quality score because it directly indicates w
Encountered this problem, because the Kmeans function in MATLAB by default, the iterative steps are 100 times, and you may be because of the need for clustering data is relatively large, resulting in your iteration 100 steps have not yet converged. You can view parameter information through the following command:
Help Kmeans
Here is some of its functional explanations:
' Options '-options for the iterative algorithm used to minimize theFitting criterion, as created by Statset. Choices of Stat
(cluster (:, 1) ==1,1), Data (cluster (:, 1) ==1,2), ' r* ');
On subplot (1,3,2);
Plot (Data (cluster (:, 2) ==1,1), Data (cluster (:, 2) ==1,2), ' r* ');
Hold on Plot (data (cluster (:, 2) ==2,1), Data (cluster (:, 2) ==2,2), ' b* ');
On subplot (1,3,3);
DATA=[C1 R1];
[Idx,ctrs] = Kmeans (data,3);
Plot (Data (cluster (:, 3) ==1,1), Data (cluster (:, 3) ==1,2), ' r* ');
Hold on Plot (data (cluster (:, 3) ==2,1), Data (cluster (:, 3) ==2,2), ' b* ');
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