Let's say I have a binary hypothesis test described by a probability distribution $p(x;\theta)$ where $\theta$ takes two different values under each of the two hypothesis ($\theta_0$ under $\mathcal{H}_0$, the null hypothesis, and $\theta_1$ under $\mathcal{H}_1$). Using the Neyman-Pearson theorem, the test decide $\mathcal{H}_1$ if the likelihood is greater than a given threshold $\gamma$ $$\mathcal{L}(x)=\frac{p(x;\theta_1)}{p(x;\theta_0)}>\gamma$$ But in my situation, I know only the moments $m_n=\left<x^n\right>$ or, equivalently, the cumulants $k_n=\left<\left<x^n\right>\right>$ of the distribution. Is there a way to expand the likelihood functions in series of its moments?
2025-01-13 05:50:24.1736747424
Moment expansion of likelihood function
216 Views Asked by Riccardo Buscicchio https://math.techqa.club/user/riccardo-buscicchio/detail At
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I think I've found the solution. It is called Gram-Charlier expansion. link