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artpar/Hard-Clustering-implementation

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A Hard Clustering Algorithm Implemented in C++

class hcm

Save input data(to be custered) in a file accessible to the program Input file should contain:

firstline : data_column_count <space> clusters_to_be_formed_count
next lines : data rows each with data_column_count values
22 2
1.807711 1 4.262680 4.488636 87.000000 0.000000 0.000000 0 0 3.891820 0 1 0 0 0 1 1 0 2 2.197225 0.000000 0.000000
3.032810 1 2.772589 2.708050 0.000000 0.000000 0.000000 0 0 4.727388 5 1 0 0 1 1 0 0 9 2.833213 0.000000 0.000000
1.741764 1 2.708050 4.248495 0.000000 0.000000 0.000000 0 0 3.091042 1 1 0 0 0 1 1 0 5 2.564949 0.000000 0.000000
1.774193 1 3.258097 3.784190 0.000000 0.000000 0.000000 0 0 3.258097 0 1 0 0 0 1 0 0 5 2.995732 0.000000 0.000000
1.689824 1 0.000000 0.693147 0.000000 0.000000 0.000000 0 1 1.791759 0 1 1 0 1 0 0 0 4 2.197225 0.000000 0.000000
1.744152 1 5.023881 7.042286 0.000000 0.000000 0.000000 0 0 3.367296 0 1 0 0 0 0 0 0 12 4.499810 0.000000 0.000000
1.939101 1 3.258097 2.995732 75.000000 0.000000 0.000000 0 0 3.433987 0 1 0 0 1 0 0 0 3 2.639057 0.000000 0.000000

Output file can be set, output will be generated like this for example

|--------------|
| | C1 | C2 |
| X1 | 1 | 0 |
| X2 | 0 | 1 |
| X3 | 1 | 0 |
| X4 | 0 | 1 |
| X5 | 1 | 0 |
| X6 | 0 | 1 |
| X7 | 1 | 0 |
|--------------|
|--------------|
| | C1 | C2 |
| X1 | 1 | 0 |
| X2 | 0 | 1 |
| X3 | 0 | 1 |
| X4 | 0 | 1 |
| X5 | 0 | 1 |
| X6 | 0 | 1 |
| X7 | 1 | 0 |
|--------------|
|--------------|
| | C1 | C2 |
| X1 | 1 | 0 |
| X2 | 0 | 1 |
| X3 | 0 | 1 |
| X4 | 0 | 1 |
| X5 | 0 | 1 |
| X6 | 0 | 1 |
| X7 | 1 | 0 |
|--------------|
|--------------|
| | C1 | C2 |
| X1 | 1 | 0 |
| X2 | 0 | 1 |
| X3 | 0 | 1 |
| X4 | 0 | 1 |
| X5 | 0 | 1 |
| X6 | 0 | 1 |
| X7 | 1 | 0 |
|--------------|

Usage

int main(int argc, char *argv[])
{
 ofstream out("test2.txt");
 ifstream in("input.txt");
 int data_count, cluster_count;
 in>>data_attr_count;
 in>>cluster_count;
 hcm test(cluster_count, data_attr_count, out);
 test.read_data(in);
 test.process();
 test.print_matrix();
 out.close();
 return 0;
}```

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Hard Clustering implementation in C++

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