Std
Std
Return the standard deviation of values of matrix/vector elements or of elements along the given axis.
double vector::Std();
double vector::Std(
const int ddof // delta degrees of freedom
);
double matrix::Std();
vector matrix::Std(
const int axis // axis
);
vector matrix::Std(
const int axis, // axis
const int ddof // delta degrees of freedom
);Parameters
- axis
[in] Axis. 0 — horizontal axis, 1 — vertical axis.
- ddof
[in] “Delta Degrees of Freedom”: the divisor used in the calculation is N - ddof, where N represents the number of elements. By default ddof is zero.
Return Value
Standard_deviation: scalar or vector.
Note
The standard deviation is the square root of the average of the squared deviations from the mean, i. e., std = sqrt(mean(x)), where x = abs(a - a.mean())**2.
The average squared deviation is typically calculated as x.sum() / (N - ddof), where N = len(x).
Expression with ddof=0 sometimes called the “population standard deviation”. If ddof>0 (most commonly used 1), the resulting quantity is sometimes called the “sample standard deviation”.
Example
matrixf matrix_a={{10,3,2},{1,8,12},{6,5,4},{7,11,9}};
Print("matrix_a\n",matrix_a);
vectorf cols_std=matrix_a.Std(0);
vectorf rows_std=matrix_a.Std(1);
float matrix_std=matrix_a.Std();
Print("cols_std ",cols_std);
Print("rows_std ",rows_std);
Print("std value ",matrix_std);
/*
matrix_a
[[10,3,2]
[1,8,12]
[6,5,4]
[7,11,9]]
cols_std [3.2403703,3.0310888,3.9607449]
rows_std [3.5590262,4.5460606,0.81649661,1.6329932]
std value 3.452052593231201
*/