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Mathematical statistics is the study of statistics from a mathematical standpoint, using probability theory and other branches of mathematics such as linear algebra and analysis.
1
vote
Accepted
Help with $E(X)^2 = \sum r^2 P(X=r)$
As Seyhmus mentioned, this should be $E[X^2] = \sum_r r^2 P(X=r)$. This is valid only for discrete random variables: the version for a continuous random variable with density $f(x)$ is
$$E[X^2] = \i …
1
vote
How does expected value work with multiple probabilities?
I assume you mean that you take the spot at the end of the road if it is available, and checking whether this is available takes no time; if this spot is not available, you go to the parking garage. …
2
votes
Mean of a distribution
Without knowing more about the distribution, it could be anything.
1
vote
Accepted
Finding $E(\bar{X^2}|\bar{X})$
It's late, so I'll just do the case $\theta = 0$. Thus $X = (X_1,\ldots,X_n)^T$ has a multivariate normal distribution with mean $0$ and covariance matrix $I$.
Let $U$ be an $n \times n$ orthogonal …
2
votes
Help to understand false positive ratio
This is the way hypothesis testing works in classical statistics. Suppose e.g. you want to test whether factor $X$ affects $Y$. …
2
votes
Accepted
Three Independent Random Variables
As soon as you see that the joint density factors as $f_{Y_1,Y_2,Y_3}(y_1,y_2,y_3) = g(y_1,y_2) h(y_3)$ for some functions $g$ and $h$, it's clear that $(Y_1,Y_2)$ and $Y_3$ will be
indepedent: integr …
0
votes
How to tackle a statistics problem given a random variable X?
The first step is to thoroughly understand the scenario that is being described, and what quantity the random variable represents. Each of the common distributions has a typical paradigm for what it …
2
votes
Dependant random variables with covariance equal to $0$
Hint: try $X$ and $X^2$ where the distribution of $X$ is symmetric about $0$.
1
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Checking second order condition for unconstrained maximization problem.
The second-order condition for a maximum of $G(x_1, \ldots, x_n)$ says that the Hessian matrix
$$ H_{ij} = \dfrac{\partial^2 G}{\partial x_i \partial x_j}$$
is negative semidefinite. So for the case o …
5
votes
Generate a random pair of integers whose product is less than or equal to x?
Dirichlet showed that the number of pairs of positive integers $(a,b)$ with
$ab \le x$ is $x \log x + (2 \gamma - 1)x + O(\sqrt{x})$ where $\gamma$ is Euler's constant (see e.g. http://www.math.uiuc. …
7
votes
Need some help figuring out $E(X^2)$
$\mathbb E(X) = \mu$ so $\mathbb E(X-\mu) = 0$.
This is because:
Expected value is linear.
Expected value of a constant is that constant.
0
votes
What is the prob that the seq obtained is inc (ie. nondecreasing)
Let $F(k,n)$ be number of $k$-tuples such that $X_1 \le \ldots \le X_k$.
Conditioning on $X_k$, we get $$F(k,n) = \sum_{m=1}^n F(k-1, m)$$
Thus $F(k,n) - F(k,n-1) = F(k-1,n)$. Boundary conditions are …
0
votes
Significance of the 1st order statistic
I presume the lengths of the sticks are supposed to be independent.
Hint: the shortest stick has length $> x$ if and only if all $20$ sticks have length $> x$.
0
votes
Is a mode or median more likely to be influenced by an outlier?
An outlier is a data point that is far from all other data points. So the only way it can change a mode is if all data points are unique, i.e. they are all in a tie for mode (in such a scenario it's …
1
vote
Accepted
How to find a formula?
You might try a least-squares fit to some simple form. Without any more information about the sorts of formulas that might be appropriate, I might try $c = p_0 + p_1 a + p_2 b$, which gives not too b …