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Questions tagged [pivot]

In statistics a pivot, or pivotal quantity is a function of unknown parameters and data whose distribution doesn't depend on the values of the unknown parameters - used to construct confidence intervals.

7 votes
1 answer
446 views

What is a good journal for submitting my article on a conjecture in theoretical statistics, re: ancillary complement for correlation?

I'm working on a draft of a statistics article, and I'd like to plan for the journal where I'll ultimately submit. My problem is, the article topic is somewhat abstract—it's a conjecture in ...
2 votes
2 answers
250 views

Pivotal quantity and confidence interval [closed]

Let $X$ be a random variable with p.d.f.: $$f(X|\theta) = \frac{e^{x-\theta}}{(1+e^{x-\theta})^2}$$ where $-\infty<x<\infty$ and $-\infty<\theta<\infty$ Use the pivotal method to verify ...
user avatar
1 vote
2 answers
71 views

Interpretation of distribution that appears when calculating CI for population mean

Let $X \sim \mathcal{N}(\mu, \sigma)$ be the model for a normally distributed population, described by the probability density function $f_{X}(x; \mu, \sigma)$. We can denote $\mathbf{X} = (X_1, X_2, \...
ivan's user avatar
  • 121
0 votes
0 answers
79 views

Is it useful to find a $\chi^2$ pivotal quantity?

My statistics class makes a big deal out of the following fact: for any random sample $X_1, \ldots, X_n$ with continuous, invertible cdf $F(x;\theta)$, $$-2\sum_i\ln F(X_i;\theta) \sim \chi^2(2n).$$ ...
Frank Seidl's user avatar
3 votes
2 answers
534 views

Question on solution of Casella and Berger Exercise 9.10: Showing that $Q(t,\theta)$ is a pivot

My question concerns Exercise 9.10 of Statistical Inference by Casella and Berger: On page 428 the authors say In general, suppose the pdf of a statistic $T$, $f(t|\theta)$, can be expressed in the ...
Leonidas's user avatar
  • 121
2 votes
0 answers
456 views

Pivotal question about bootstrap confidence intervals

I'm reading through Efron's work on bootstrapping and I have a few questions. There are a few assumptions that are eluded to but not really explicitly stated. (1) Do we have to have a statistic that ...
user1329307's user avatar
1 vote
2 answers
217 views

"Centered" linear regression in point-slope form: pivot distribution and notation

I'm a "pure math" probabilist who's been roped into teaching an undergraduate statistics course, despite little experience with statistics per se, and I'm trying to stay one chapter ahead of ...
Nate Eldredge's user avatar
1 vote
0 answers
61 views

Pivotal quantity of exponential model [closed]

I'm attempting to solve this problem but it's been driving me crazy. The goal it's to find a pivotal quantity of the model below and a symmetric confidence interval for $\theta$ with an $(1-\alpha)$ ...
Mariano Peñas's user avatar
1 vote
0 answers
33 views

Using pivotal quantities for transformed parameters

Setup Suppose we have some iid data $X_1, \ldots, X_n$ that arises from a distribution with parameters $\theta$ and $\rho$. $\theta$ is the parameter of interest, and $\rho$ is a nuisance parameter. ...
Taylor's user avatar
  • 21.2k
2 votes
1 answer
263 views

Why is this a generalized pivotal quantity?

I am reading "Generalized Confidence Intervals" by Weerahandi, and I'm trying to get my head around the definition of a generalized pivotal quantity. I understand what a (regular) pivotal ...
Taylor's user avatar
  • 21.2k
2 votes
1 answer
278 views

Can the distribution of a pivot depend on known parameters?

I have a question about the distribution of a pivot. Different sources give slightly different definitions of a pivot. Some of them define it as a random variable $Q(\mathbf{X}, \theta)$ whose ...
Rodvi's user avatar
  • 1,008
4 votes
2 answers
1k views

In general, do we have any strategy to find a pivotal statistic?

I have solved a number of exercises where I am asked to prove that a particular quantity is pivotal. The most popular example is the $Z$-score. If $Y\sim N(\mu, \sigma^2)$, then $Z=(Y-\mu)/\sigma$ is ...
TrungDung's user avatar
  • 852
0 votes
1 answer
652 views

Pivotal quantity inference statistics of Exponential distribution?

Bus waiting times are distributed like this (they are independent) I know the average time is 8 minutes. I need to find the pivotal quantity of Theta parameter and after it of P. (P is the ...
user123's user avatar
  • 11
2 votes
1 answer
39 views

Did Fisher consider a joint fiducial distribution for the Gaussian model?

Consider the Gaussian model $y_i \sim_{\text{iid}} \mathcal{N}(\mu,\sigma^2)$, $i = 1, \ldots, n$, with unknown mean $\mu$ and unknown standard deviation $\sigma$. The random variable $t = \tfrac{\...
Stéphane Laurent's user avatar
2 votes
1 answer
943 views

Confidence Interval Pareto Dist

Let $X_1,...,X_n$ be iid random variables from Pareto distribution with the following distribution $\theta a^{\theta} x^{-(\theta+1)}$, $x>a, \theta >1, a>0$ I have to find a $100(1-a)\%$ CI ...
Guilty_Scene's user avatar

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