Recovering PMF from characteristic equation

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SUMMARY

The discussion focuses on recovering the Probability Mass Function (PMF) from the characteristic equation using the integral representation of the PMF, specifically through the equation \( p_X[k] = \frac{-2k\sin(\pi k)}{k^2 - 1} \). The analysis reveals that for integer values of \( k \), the PMF evaluates to zero, indicating a fundamental issue with the definition when \( k = -1 \) or \( k = 1 \). The conclusion drawn is that the PMF cannot be properly defined for these integer values, leading to a contradiction in its expected behavior.

PREREQUISITES
  • Understanding of characteristic equations in probability theory
  • Familiarity with Fourier transforms and integrals
  • Knowledge of sine and cosine functions in mathematical analysis
  • Basic concepts of Probability Mass Functions (PMFs)
NEXT STEPS
  • Investigate the properties of characteristic functions in probability theory
  • Learn about the implications of singularities in PMF definitions
  • Explore the limits of functions involving trigonometric identities
  • Study the behavior of PMFs at boundary conditions and integer values
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Mathematicians, statisticians, and data scientists who are working with probability theory, particularly those focusing on the analysis of PMFs and characteristic equations.

Dustinsfl
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I am integrating the characteristic equation in order to recover the PMF, but I am going to get the answer to be zero so something went wrong.
\begin{align*}
p_X[k]
&= \frac{1}{2\pi}\int_{-\pi}^{\pi}\phi_X(\omega)e^{-i\omega k}d\omega\\
&= \frac{1}{2\pi}\int_{-\pi}^{\pi}\cos(\omega)e^{-i\omega k}d\omega\\
&= \frac{i}{2\pi k}\cos(\omega)e^{-i\omega k}\bigg|_{-\pi}^{\pi} +
\frac{i}{2\pi k}\int_{-\pi}^{\pi}\sin(\omega)e^{-i\omega k}d\omega\\
&= \frac{i}{2\pi k}(e^{i\pi k} - e^{-i\pi k}) + \frac{i}{2\pi k}\Bigg[
\frac{i}{k}\sin(\omega)e^{-i\omega k}\bigg|_{-\pi}^{\pi} -
\frac{i}{k}\int_{-\pi}^{\pi}\cos(\omega)e^{-i\omega k}d\omega\Bigg]\\
&= \frac{-1}{\pi k}\bigg(\frac{e^{i\pi k} - e^{-i\pi k}}{2i}\bigg) +
\frac{1}{2\pi k^2}\int_{-\pi}^{\pi}\cos(\omega)e^{-i\omega k}d\omega\\
\bigg(\frac{k^2 - 1}{2\pi k^2}\bigg)
\int_{-\pi}^{\pi}\cos(\omega)e^{-i\omega k}d\omega
&= \frac{-\sin(\pi k)}{\pi k}\\
\int_{-\pi}^{\pi}\cos(\omega)e^{-i\omega k}d\omega
&= \frac{-2k\sin(\pi k)}{k^2 - 1}
\end{align*}
Since k is an integer, the RHS is zero.
Additionally, the \(p_X[k]\) is supposed to be defined for all integers, but if I say \(p_X[k] = \frac{-2k\sin(\pi k)}{k^2 - 1}\), k cannot be -1 or 1. This definition of the PMF would be weird anyways since \(\sin(\pi k) = 0\) anyways.

What went wrong?
 
Last edited:
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You can compute the limits $k \to 1$ and $k \to -1$.
 

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