How Do You Derive a Vector Function for Taylor Series Expansion?

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SUMMARY

The discussion focuses on deriving the first derivative of a vector function for Taylor series expansion, specifically the expression s = d/(Vs/V - 1), where v is a variable vector and vc is a constant vector. The user seeks to compute ds/dv at the mean of v to analyze the variance of the function S(v) using the delta method as outlined by Oehlert (1992). The context involves applying this to error estimation in sensor measurements related to the speeds of two bodies in Euclidean space.

PREREQUISITES
  • Understanding of vector calculus, particularly derivatives of vector functions.
  • Familiarity with Taylor series expansion and its application in multivariable functions.
  • Knowledge of the delta method for approximating variances.
  • Basic concepts of variance-covariance matrices in statistics.
NEXT STEPS
  • Study the delta method as described in Oehlert (1992) for variance approximation.
  • Learn about vector derivatives and their applications in multivariable calculus.
  • Research Taylor series expansion in the context of vector functions.
  • Explore variance-covariance matrices and their role in statistical analysis of vector data.
USEFUL FOR

Mathematicians, statisticians, data scientists, and engineers involved in error analysis and optimization of sensor measurements in physical systems.

alnoy
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Hey,
Can somebody help me on this one. I feel out of my depth and have to solve it somehow.

I have a variable vector v=[v1 v2]T, a constant vector vc = [vc1 vc2]T, a scalar variable d and a vector function:

s= d/(Vs/V-1)

I need the first derivative ds/dv at a point of the mean of v to use in Taylor series expansion.

Any sugestions
 
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alnoy said:
Hey,
Can somebody help me on this one. I feel out of my depth and have to solve it somehow.

I have a variable vector v=[v1 v2]T, a constant vector vc = [vc1 vc2]T, a scalar variable d and a vector function:

s= d/(Vs/V-1)
I don't understand what this means. It looks like you are dividing vectors.

I need the first derivative ds/dv at a point of the mean of v to use in Taylor series expansion.

Any sugestions
What is "the mean of v"?
s maps v, in R2, to what? What space is s(v) in?
 
I will explain a bit more hope it clarifies the problem,

Everything is in x,y (euclidian space), v and vc are speeds of two bodies,i.e v1, vc1 are the x components and v2,vc2 are y components. d is some distance.
from the Kalman filter that tracks the body the spead is estimated as v but also has uncertainty. The uncertainty is given by the 2x2 variance-covariance matrix Pv.

s gives the error(distortion) in the seen image when measured with a certain sensor.
I want to know the var to be able to deside whether the image that the sensor prodices comes from a certain shape or not (with certain probability).

Var[S(v)], can be approximated through the delta method (Oehlert 1992) that uses second-order Taylor expansion in matrix form which calls for the expected value of v E(v) so I assumed that this is the mean (but maybe I am wrong in this)

Var[S(V)]≈S' (E[V])Var[V](S' (E[V]))T
*******************************

http://en.wikipedia.org/wiki/Delta_method

Oehlert, G.W., 1992. A Note on the Delta Method. American Statistician, 46(1), pp.27–29. Available at: http://www.jstor.org/stable/2684406?origin=crossref.
 

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