I am reading a research paper in which authors perform a matrix standardization but do not explain the actual procedure. The original 3x3 matrix is:
411; 124; 45
112; 17; 50
20; 378; 285
the standardized is:
0; 0.7036; 1
0.7647; 1; 0.9792
1; 0; 0
the minimum of each column (and row) becomes 1, the maximum of each column becomes 0, but I don't get how the other values are calculated. Any idea? Thank you
Let $\textbf{a}_j=\{a_{1j},\ldots, a_{ij}, \ldots, a_{mj}\}$. Then the formula is
$$\tilde a_{ij}=\frac{\max\limits_i(\textbf{a}_j)-a_{ij}}{\max\limits_i(\textbf{a}_j)-\min\limits_i(\textbf{a}_j)}$$
$i$ is the index for the row and $j$ is the index for the column. For example,
$$\tilde a_{13}=\frac{\max\{45,50,285\}-45}{\max\{45,50,285\}-\min\{45,50,285\}}=\frac{285-45}{285-45}=1$$