Let $S_n\sim Bin(n,p)$. I would like to obtain an upper bound of \begin{align} \left|E\left[e^{h\frac{S_n-np}{\sqrt{np(1-p)}}}\right]-e^{h^2/2}\right| \ (1) \end{align} (using $n,h,p$). In my understanding, $E\left[e^{h\frac{S_n-np}{\sqrt{np(1-p)}}}\right]=e^{-h\frac{np}{\sqrt{np(1-p)}}}\left(1-p+pe^{\frac{h}{\sqrt{np(1-p)}}}\right)^n$ converges to $e^{h^2/2}$ as $n\to \infty$ from the central limit theorem.
2026-03-28 07:57:04.1774684624
Convergence rate of the moment generating function
34 Views Asked by Bumbble Comm https://math.techqa.club/user/bumbble-comm/detail At
1
There are 1 best solutions below
Related Questions in PROBABILITY
- How to prove $\lim_{n \rightarrow\infty} e^{-n}\sum_{k=0}^{n}\frac{n^k}{k!} = \frac{1}{2}$?
- Is this a commonly known paradox?
- What's $P(A_1\cap A_2\cap A_3\cap A_4) $?
- Prove or disprove the following inequality
- Another application of the Central Limit Theorem
- Given is $2$ dimensional random variable $(X,Y)$ with table. Determine the correlation between $X$ and $Y$
- A random point $(a,b)$ is uniformly distributed in a unit square $K=[(u,v):0<u<1,0<v<1]$
- proving Kochen-Stone lemma...
- Solution Check. (Probability)
- Interpreting stationary distribution $P_{\infty}(X,V)$ of a random process
Related Questions in MOMENT-GENERATING-FUNCTIONS
- Is it possible to find an upper bound on the moment generating function of $\sqrt{|X|}$, where $X\sim \mathcal{N}(0,1)$?
- Moment Generating Function to Distribution
- moment-generating function for uniform discrete distribution
- Moment Generating Function from Piecewise Constant CDF?
- Variance Derivation of Chi-Squared Distribution
- Finding a PDF from a MGF
- How to prove sample variance has a gamma distribution by using mgf.
- Is $\mathcal{L}_{M}(\Omega, \mathcal{F}, \mathbb{P})$ a linear subspace?
- Let $X$ and $Y$ be independent and identically distributed random variables with moment generating function then $E(\dfrac{e^{tX}}{e^{tY}})$
- Joint Moment Generating Function from Conditional and Marginal Distribution
Trending Questions
- Induction on the number of equations
- How to convince a math teacher of this simple and obvious fact?
- Find $E[XY|Y+Z=1 ]$
- Refuting the Anti-Cantor Cranks
- What are imaginary numbers?
- Determine the adjoint of $\tilde Q(x)$ for $\tilde Q(x)u:=(Qu)(x)$ where $Q:U→L^2(Ω,ℝ^d$ is a Hilbert-Schmidt operator and $U$ is a Hilbert space
- Why does this innovative method of subtraction from a third grader always work?
- How do we know that the number $1$ is not equal to the number $-1$?
- What are the Implications of having VΩ as a model for a theory?
- Defining a Galois Field based on primitive element versus polynomial?
- Can't find the relationship between two columns of numbers. Please Help
- Is computer science a branch of mathematics?
- Is there a bijection of $\mathbb{R}^n$ with itself such that the forward map is connected but the inverse is not?
- Identification of a quadrilateral as a trapezoid, rectangle, or square
- Generator of inertia group in function field extension
Popular # Hahtags
second-order-logic
numerical-methods
puzzle
logic
probability
number-theory
winding-number
real-analysis
integration
calculus
complex-analysis
sequences-and-series
proof-writing
set-theory
functions
homotopy-theory
elementary-number-theory
ordinary-differential-equations
circles
derivatives
game-theory
definite-integrals
elementary-set-theory
limits
multivariable-calculus
geometry
algebraic-number-theory
proof-verification
partial-derivative
algebra-precalculus
Popular Questions
- What is the integral of 1/x?
- How many squares actually ARE in this picture? Is this a trick question with no right answer?
- Is a matrix multiplied with its transpose something special?
- What is the difference between independent and mutually exclusive events?
- Visually stunning math concepts which are easy to explain
- taylor series of $\ln(1+x)$?
- How to tell if a set of vectors spans a space?
- Calculus question taking derivative to find horizontal tangent line
- How to determine if a function is one-to-one?
- Determine if vectors are linearly independent
- What does it mean to have a determinant equal to zero?
- Is this Batman equation for real?
- How to find perpendicular vector to another vector?
- How to find mean and median from histogram
- How many sides does a circle have?
$$\begin{align} \Delta=\left|E\left[e^{h\frac{S_n-np}{\sqrt{np(1-p)}}}\right]-e^{\frac{h^2}{2}}\right| \end{align}$$
Continue the expansion using first logarithms and then Taylor series for large values of $n$ to make $$E\left[e^{h\frac{S_n-np}{\sqrt{np(1-p)}}}\right]=e^{\frac{h^2}{2}}+h^3\,e^{\frac{h^2}{2}}\frac{(1-2 p)}{6 \sqrt{(1-p) p}}\frac{1}{\sqrt{n}}+O\left(\frac{1}{n}\right)$$