ScientificErrorAnalysis
Covariance
return the covariance between two quantities-with-error
Calling Sequence
Parameters
Description
Examples
Covariance( obj1, obj2 )
obj1
-
quantity-with-error
obj2
The Covariance( obj1, obj2 ) command returns the covariance between the quantities-with-error obj1 and obj2.
Either of the quantities-with-error obj1 and obj2 can have functional dependence on other quantities-with-error.
If neither of the quantities-with-error obj1 and obj2 has functional dependence on other quantities-with-error, the correlation between obj1 and obj2 is accessed and converted to the covariance.
The relationship between the correlation r⁡z1,z2 and covariance u⁡z1,z2 is
u⁡z1,z2=r⁡z1,z2⁢u⁡z1⁢u⁡z2
where u⁡z1 and u⁡z2 are the errors in z1 and z2, respectively.
If either of the quantities-with-error obj1 and obj2 has functional dependence on other quantities-with-error, the covariance is calculated using the usual formula of error analysis involving a first-order expansion with the dependent forms and covariances between the other quantities-with-error. This process can be recursive.
The covariance u⁡z1,z2 between z1 and z2, where z1 depends on the xi, and z2 depends on the yj, is
u⁡z1,z2=∑i=1N⁡∑j=1M⁡∂∂xiz1⁢∂∂yjz2⁢u⁡xi,yj
where u⁡xi,yj is the covariance between xi and yj, and the partials are evaluated at the central values of the xi and yj.
Covariances involving physical constants are calculated naturally and correctly in the implied system of units because central values and errors are obtained from the interface to ScientificConstants.
Unusual cases are possible involving the covariance between the same physical constant in different systems of units, but correct results are obtained. In the case of a nonderived constant, the identical identifiers obtained from the interface to ScientificConstants cause Covariance to obtain the uncertainty from both objects. In the case of a derived constant, the general double summation of the error analysis formula is evaluated as usual (over the same functional form).
with⁡ScientificConstants:
with⁡ScientificErrorAnalysis:
a≔Quantity⁡10.,2.:
b≔Quantity⁡20.,1.:
Covariance⁡a,b
0
SetCorrelation⁡a,b,0.1
0.2
GetConstant⁡me
electron_mass,symbol=me,derive=2⁢R∞⁢hc⁢α2
Covariance⁡Constant⁡me,Constant⁡h
9.019239049×10−80
evalf⁡Constant⁡me⁢evalf⁡Constant⁡h
1.494255581×10−16
See Also
combine/errors
evalf
ScientificConstants
ScientificConstants[Constant]
ScientificConstants[GetConstant]
ScientificErrorAnalysis and ScientificConstants
ScientificErrorAnalysis[GetCorrelation]
ScientificErrorAnalysis[Quantity]
ScientificErrorAnalysis[SetCorrelation]
ScientificErrorAnalysis[Variance]
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